Machine Learning Specialization

Creation Time	Feb. 28, 2025, 8:26 a.m.
Last Access Time	Feb. 28, 2025, 8:26 a.m.
File Size	13.2 GB
Keywords	Machine Specialization Learning
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Total Files	2880
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[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/04_conversations-with-andrew-optional/01_andrew-ng-and-chris-manning-on-natural-language-processing.mp4 236.2 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/05_conversations-with-andrew-optional/01_andrew-ng-and-chelsea-finn-on-ai-and-robotics.mp4 230.7 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/10_conversations-with-andrew-optional/01_andrew-ng-and-fei-fei-li-on-human-centered-ai.mp4 214.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/07_programming-assignment/01_recommending-songs-assignment_song_data.csv 149.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/05_programming-assignment/01_retrieving-wikipedia-articles-assignment_people_wiki.csv 110.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/06_programming-assignment/01_deep-features-for-image-retrieval-assignment_image_test_data.csv 103.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/05_programming-assignment/01_modeling-text-topics-with-latent-dirichlet-allocation_topic_models.zip 87.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/05_programming-assignment/01_analyzing-product-sentiment-assignment_amazon_baby.csv 85.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/03_programming-assignment-1/01_choosing-features-and-metrics-for-nearest-neighbor-search_people_wiki.sframe.zip 56.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/06_programming-assignment-2/01_implementing-locality-sensitive-hashing-from-scratch_people_wiki.sframe.zip 56.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/03_programming-assignment/01_clustering-text-data-with-k-means_people_wiki.sframe.zip 56.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/07_programming-assignment-2/01_clustering-text-data-with-gaussian-mixtures_people_wiki.sframe.zip 56.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/05_programming-assignment/01_modeling-text-topics-with-latent-dirichlet-allocation_people_wiki.sframe.zip 56.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/03_programming-assignment/01_modeling-text-data-with-a-hierarchy-of-clusters_people_wiki.sframe.zip 56.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/06_more-sframes-practice/01_download-wiki-people-data_people_wiki.sframe.zip 56.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/04_document-retrieval-jupyter-notebook/01_download-the-jupyter-notebook-used-in-this-lesson-to-follow-along_people_wiki.sframe.zip 56.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/05_programming-assignment/01_retrieving-wikipedia-articles-assignment_people_wiki.sframe.zip 56.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/03_programming-assignment-1/01_choosing-features-and-metrics-for-nearest-neighbor-search_people_wiki.gl.zip 55.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/06_programming-assignment-2/01_implementing-locality-sensitive-hashing-from-scratch_people_wiki.gl.zip 55.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/03_programming-assignment/01_clustering-text-data-with-k-means_people_wiki.gl.zip 55.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/07_programming-assignment-2/01_clustering-text-data-with-gaussian-mixtures_people_wiki.gl.zip 55.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/03_programming-assignment/01_modeling-text-data-with-a-hierarchy-of-clusters_people_wiki.gl.zip 55.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/05_locality-sensitive-hashing-for-approximate-nn-search/07_optional-improving-efficiency-through-multiple-tables.mp4 54.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/06_programming-assignment/01_deep-features-for-image-retrieval-assignment_image_train_data.csv 51.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/03_programming-assignment-1/01_choosing-features-and-metrics-for-nearest-neighbor-search_people_wiki_tf_idf.npz.zip 50.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/06_programming-assignment-2/01_implementing-locality-sensitive-hashing-from-scratch_people_wiki_tf_idf.npz.zip 50.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/03_programming-assignment/01_clustering-text-data-with-k-means_people_wiki_tf_idf.npz.zip 50.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/03_programming-assignment/01_modeling-text-data-with-a-hierarchy-of-clusters_people_wiki_tf_idf.npz.zip 50.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/04_deep-features-for-image-classification-jupyter-notebook/01_download-the-jupyter-notebook-used-in-this-lesson-to-follow-along_image_test_data.zip 50.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/05_deep-features-for-image-retrieval-jupyter-notebook/01_download-the-jupyter-notebook-used-in-this-lesson-to-follow-along_image_test_data.zip 50.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/06_programming-assignment/01_deep-features-for-image-retrieval-assignment_image_test_data.zip 50.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/06_song-recommender-jupyter-notebook/01_download-the-jupyter-notebook-used-in-this-lesson-to-follow-along_song_data.sframe.zip 48.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/07_programming-assignment/01_recommending-songs-assignment_song_data.sframe.zip 48.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/03_programming-assignment/01_clustering-text-data-with-k-means_kmeans-arrays.npz.zip 47.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/04_optional-advanced-material-formally-defining-and-deriving-the-3-sources-of-error/02_formally-deriving-why-3-sources-of-error.mp4 46.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/04_optional-advanced-material-formally-defining-and-deriving-the-3-sources-of-error/01_formally-defining-the-3-sources-of-error.mp4 45.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/06_optional-advanced-material-deriving-the-lasso-coordinate-descent-update/01_deriving-the-lasso-coordinate-descent-update.mp4 42.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/06_programming-assignment/01_predicting-sentiment-from-product-reviews_amazon_baby.gl.zip 40.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/05_programming-assignment/01_exploring-precision-and-recall_amazon_baby.gl.zip 40.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/06_programming-assignment/01_predicting-sentiment-from-product-reviews_amazon_baby.sframe.zip 40.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/05_programming-assignment/01_exploring-precision-and-recall_amazon_baby.sframe.zip 40.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/04_analyzing-sentiment-jupyter-notebook/01_download-the-jupyter-notebook-used-in-this-lesson-to-follow-along_amazon_baby.sframe.zip 40.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/05_programming-assignment/01_analyzing-product-sentiment-assignment_amazon_baby.sframe.zip 40.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/03_programming-assignment-1/01_choosing-features-and-metrics-for-nearest-neighbor-search_people_wiki.csv.zip 39.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/06_programming-assignment-2/01_implementing-locality-sensitive-hashing-from-scratch_people_wiki.csv.zip 39.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/03_programming-assignment/01_clustering-text-data-with-k-means_people_wiki.csv.zip 39.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/07_programming-assignment-2/01_clustering-text-data-with-gaussian-mixtures_people_wiki.csv.zip 39.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/03_programming-assignment/01_modeling-text-data-with-a-hierarchy-of-clusters_people_wiki.csv.zip 39.9 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/05_back-propagation-optional/01_what-is-a-derivative-optional.mp4 38.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/07_closing-remarks/02_machine-learning-challenges-and-future-directions/02_where-is-ml-going.mp4 37.8 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/02_recommender-systems-implementation-detail/02_tensorflow-implementation-of-collaborative-filtering.mp4 35.9 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/01_overview-of-machine-learning/02_applications-of-machine-learning.mp4 33.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/07_closing-remarks/02_machine-learning-challenges-and-future-directions/01_open-challenges-in-ml.mp4 33.3 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/03_adding-data.mp4 32.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/04_learning-very-non-linear-features-with-neural-networks.mp4 32.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/02_hierarchical-clustering-and-clustering-for-time-series-segmentation/06_hidden-markov-models.mp4 32.1 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/03_continuous-state-spaces/03_learning-the-state-value-function.mp4 31.1 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/01_collaborative-filtering/03_collaborative-filtering-algorithm.mp4 31.0 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/01_reinforcement-learning-introduction/01_what-is-reinforcement-learning.mp4 31.0 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/03_anomaly-detection/06_choosing-what-features-to-use.mp4 30.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/01_multiple-features-of-one-input/04_modeling-seasonality.mp4 30.0 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/05_back-propagation-optional/02_computation-graph-optional.mp4 30.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/07_closing-remarks/01_deploying-machine-learning-as-a-service/04_what-happens-after-deployment.mp4 30.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/04_the-em-algorithm/02_convergence-initialization-and-overfitting-of-em.mp4 29.9 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/01_advice-for-applying-machine-learning/03_model-selection-and-training-cross-validation-test-sets.mp4 29.6 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/04_regression-model/04_cost-function-intuition.mp4 29.6 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/02_clustering/04_optimization-objective.mp4 29.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/01_what-we-ve-learned/02_module-1-recap.mp4 29.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/02_bayesian-inference-via-gibbs-sampling/03_a-standard-gibbs-sampler-for-lda.mp4 29.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/01_why-you-should-learn-machine-learning-with-us/06_why-a-case-study-approach.mp4 29.1 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/01_decision-trees/02_learning-process.mp4 29.0 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/01_reinforcement-learning-introduction/03_the-return-in-reinforcement-learning.mp4 29.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/01_welcome/01_what-is-this-course-about/05_module-by-module-topics-covered.mp4 29.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/06_programming-assignment/01_predicting-sentiment-from-product-reviews_amazon_baby.csv.zip 28.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/05_programming-assignment/01_exploring-precision-and-recall_amazon_baby.csv.zip 28.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/01_why-you-should-learn-machine-learning-with-us/04_who-we-are.mp4 28.4 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/05_speculations-on-artificial-general-intelligence-agi/01_is-there-a-path-to-agi.mp4 28.1 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/05_deciding-what-to-try-next-revisited.mp4 28.0 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/04_principal-component-analysis/02_pca-algorithm-optional.mp4 28.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/01_why-you-should-learn-machine-learning-with-us/07_specialization-overview.mp4 27.3 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/03_continuous-state-spaces/01_example-of-continuous-state-space-applications.mp4 27.0 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/06_bias-variance-and-neural-networks.mp4 26.9 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/02_neurons-and-the-brain.mp4 26.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/01_recommender-systems/03_where-we-see-recommender-systems-in-action.mp4 26.7 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/04_principal-component-analysis/01_reducing-the-number-of-features-optional.mp4 26.7 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/02_state-action-value-function/03_bellman-equation.mp4 26.7 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/03_anomaly-detection/01_finding-unusual-events.mp4 26.3 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/05_back-propagation-optional/03_larger-neural-network-example-optional.mp4 26.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/01_what-we-ve-learned/01_slides-presented-in-this-module_closing-annotated.pdf 26.1 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/02_supervised-vs-unsupervised-machine-learning/01_what-is-machine-learning.mp4 26.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/01_what-we-ve-learned/05_module-4-recap.mp4 25.9 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/03_continuous-state-spaces/06_algorithm-refinement-mini-batch-and-soft-updates-optional.mp4 25.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/05_putting-the-pieces-together/01_training-validation-test-split-for-model-selection-fitting-and-assessment.mp4 25.4 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/06_fairness-bias-and-ethics.mp4 25.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/06_programming-assignment/01_deep-features-for-image-retrieval-assignment_image_train_data.zip 25.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/04_deep-features-for-image-classification-jupyter-notebook/01_download-the-jupyter-notebook-used-in-this-lesson-to-follow-along_image_train_data.zip 25.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/05_deep-features-for-image-retrieval-jupyter-notebook/01_download-the-jupyter-notebook-used-in-this-lesson-to-follow-along_image_train_data.zip 25.3 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/03_continuous-state-spaces/05_algorithm-refinement-greedy-policy.mp4 25.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/02_the-ridge-objective/05_ridge-regression-demo.mp4 24.9 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/03_tensorflow-implementation/02_data-in-tensorflow.mp4 24.8 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/03_content-based-filtering/04_ethical-use-of-recommender-systems.mp4 24.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/02_incorporating-multiple-inputs/04_interpreting-the-multiple-regression-fit.mp4 24.7 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/03_cost-function-for-logistic-regression/01_cost-function-for-logistic-regression.mp4 24.6 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/03_tensorflow-implementation/03_building-a-neural-network.mp4 24.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/02_deep-learning-deep-features/06_deep-features.mp4 24.4 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/03_content-based-filtering/02_deep-learning-for-content-based-filtering.mp4 24.3 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/03_demand-prediction.mp4 24.2 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/01_neural-network-training/02_training-details.mp4 24.1 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/07_the-problem-of-overfitting/01_the-problem-of-overfitting.mp4 24.0 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/03_anomaly-detection/04_developing-and-evaluating-an-anomaly-detection-system.mp4 23.9 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/02_choosing-a-split-information-gain.mp4 23.8 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/01_collaborative-filtering/02_using-per-item-features.mp4 23.5 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/02_activation-functions/02_choosing-activation-functions.mp4 23.4 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/04_learning-curves.mp4 23.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/03_programming-assignment-1/01_choosing-features-and-metrics-for-nearest-neighbor-search_people_wiki_word_count.npz.zip 23.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/01_classification-modeling/04_examples-of-classification-tasks.mp4 23.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/04_scaling-up-k-nn-search-using-kd-trees/06_approximate-k-nn-search-using-kd-trees.mp4 22.9 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/03_gradient-descent-in-practice/06_polynomial-regression.mp4 22.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/04_practical-issues-for-classification/02_multiclass-classification-with-1-versus-all.mp4 22.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/04_scaling-up-k-nn-search-using-kd-trees/02_kd-tree-representation.mp4 22.6 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/06_train-the-model-with-gradient-descent/01_gradient-descent.mp4 22.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/04_predicting-house-prices-jupyter-notebook/11_applying-learned-models-to-predict-price-of-two-fancy-houses.mp4 22.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/01_regression-fundamentals/03_regression-fundamentals-data-model.mp4 22.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/01_motivating-and-setting-the-foundation-for-mixture-models/02_motiving-probabilistic-clustering-models.mp4 22.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/01_algorithms-for-retrieval-and-measuring-similarity-of-documents/04_word-count-representation-for-measuring-similarity.mp4 22.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/02_evaluating-classification-models/04_learning-curves.mp4 22.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/02_early-stopping-to-avoid-overfitting/02_early-stopping-in-learning-decision-trees.mp4 22.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/07_closing-remarks/02_machine-learning-challenges-and-future-directions/03_whats-ahead-in-the-specialization.mp4 22.2 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/01_overview-of-machine-learning/01_welcome-to-machine-learning.mp4 22.2 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/04_skewed-datasets-optional/02_trading-off-precision-and-recall.mp4 22.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/02_who-this-specialization-is-for-and-what-you-will-be-able-to-do/04_the-capstone-and-an-example-intelligent-application.mp4 22.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/03_optimizing-the-ridge-objective/04_approach-2-gradient-descent.mp4 22.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/01_welcome-to-the-course/04_what-is-this-course-about.mp4 22.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/05_locality-sensitive-hashing-for-approximate-nn-search/05_searching-neighboring-bins.mp4 22.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/05_k-nn-and-kernel-regression-wrapup/01_performance-of-nn-as-amount-of-data-grows.mp4 21.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/03_expectation-maximization-em-building-blocks/01_computing-soft-assignments-from-known-cluster-parameters.mp4 21.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/02_3-measures-of-loss-and-their-trends-with-model-complexity/02_generalization-error-what-we-really-want.mp4 21.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/02_overconfident-predictions-due-to-overfitting/03_optional-another-perspecting-on-overfitting-in-logistic-regression.mp4 21.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/03_optional-lesson-pruning-decision-trees/01_optional-motivating-pruning.mp4 21.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/02_the-importance-of-data-representations-and-distance-metrics/05_to-normalize-or-not-and-other-distance-considerations.mp4 21.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/01_motivating-and-setting-the-foundation-for-mixture-models/03_aggregating-over-unknown-classes-in-an-image-dataset.mp4 21.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/05_summarizing-clustering-with-k-means/01_other-applications-of-clustering.mp4 21.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/01_linear-regression-modeling/01_slides-presented-in-this-module_regression-intro-annotated.pdf 21.5 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/01_classification-with-logistic-regression/02_logistic-regression.mp4 21.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/02_nearest-neighbor-regression/01_1-nearest-neighbor-regression-approach.mp4 21.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/01_the-amazing-idea-of-boosting-a-classifier/04_boosting.mp4 21.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/03_expectation-maximization-em-building-blocks/04_estimating-cluster-parameters-from-soft-assignments.mp4 21.4 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/04_neural-network-implementation-in-python/02_general-implementation-of-forward-propagation.mp4 21.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/01_motivating-and-setting-the-foundation-for-mixture-models/05_bivariate-and-multivariate-gaussians.mp4 21.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/03_setting-the-stage-for-computing-the-least-squares-fit/04_computing-the-cost-of-a-d-dimensional-curve.mp4 21.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/02_clustering-via-k-means/04_assessing-the-quality-and-choosing-the-number-of-clusters.mp4 21.2 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/02_regularization-and-bias-variance.mp4 21.1 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/03_tree-ensembles/04_xgboost.mp4 21.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/02_the-importance-of-data-representations-and-distance-metrics/02_distance-metrics-euclidean-and-scaled-euclidean.mp4 21.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/02_mixtures-of-gaussians-for-clustering/01_mixture-of-gaussians.mp4 21.0 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/01_classification-with-logistic-regression/01_motivations.mp4 21.0 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/06_train-the-model-with-gradient-descent/02_implementing-gradient-descent.mp4 20.9 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/07_the-problem-of-overfitting/05_regularized-logistic-regression.mp4 20.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/03_3-sources-of-error-and-the-bias-variance-tradeoff/01_irreducible-error-and-bias.mp4 20.9 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/03_anomaly-detection/02_gaussian-normal-distribution.mp4 20.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/04_setting-the-stage-for-solving-the-lasso/04_coordinate-descent-for-least-squares-regression-normalized-features.mp4 20.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/01_welcome/01_what-is-this-course-about/02_slides-presented-in-this-module_intro.pdf 20.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/04_sparse-logistic-regression/01_sparse-logistic-regression-with-l1-regularization.mp4 20.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/08_closing-remarks/01_what-we-ve-learned/03_assessing-performance-and-ridge-regression.mp4 20.7 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/02_softmax.mp4 20.7 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/01_collaborative-filtering/01_making-recommendations.mp4 20.4 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/02_neural-network-model/01_neural-network-layer.mp4 20.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/04_mapreduce-for-scaling-k-means/01_motivating-mapreduce.mp4 20.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/02_3-measures-of-loss-and-their-trends-with-model-complexity/01_training-error-assessing-loss-on-the-training-set.mp4 20.4 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/03_anomaly-detection/03_anomaly-detection-algorithm.mp4 20.3 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/03_anomaly-detection/05_anomaly-detection-vs-supervised-learning.mp4 20.3 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/01_diagnosing-bias-and-variance.mp4 20.3 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/04_regression-model/01_linear-regression-model-part-1.mp4 20.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/02_hierarchical-clustering-and-clustering-for-time-series-segmentation/05_agglomerative-clustering-details.mp4 20.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/02_course-overview-and-details/03_outline-of-second-half-of-course.mp4 20.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/04_getting-started-with-python-and-the-jupyter-notebook/04_conditional-statements-and-loops-in-python.mp4 20.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/02_the-importance-of-data-representations-and-distance-metrics/04_distance-metrics-cosine-similarity.mp4 20.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/04_kernel-regression/02_global-fits-of-parametric-models-vs-local-fits-of-kernel-regression.mp4 20.1 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/03_content-based-filtering/01_collaborative-filtering-vs-content-based-filtering.mp4 20.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/02_class-probabilities/03_review-of-basics-of-conditional-probabilities.mp4 19.9 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/02_supervised-vs-unsupervised-machine-learning/06_jupyter-notebooks.mp4 19.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/03_logistic-regression/01_predicting-class-probabilities-with-generalized-linear-models.mp4 19.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/01_welcome/01_what-is-this-course-about/03_welcome-and-introduction-to-clustering-and-retrieval-tasks.mp4 19.8 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/02_state-action-value-function/01_state-action-value-function-definition.mp4 19.8 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/01_collaborative-filtering/04_binary-labels-favs-likes-and-clicks.mp4 19.8 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/07_the-problem-of-overfitting/04_regularized-linear-regression.mp4 19.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/02_clustering-models-and-algorithms/04_other-examples-of-clustering.mp4 19.8 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/02_clustering/03_k-means-algorithm.mp4 19.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/01_what-we-ve-learned/04_module-3-recap.mp4 19.7 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/04_additional-neural-network-concepts/02_additional-layer-types.mp4 19.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/06_discussion-and-summary-of-simple-linear-regression/03_influence-of-high-leverage-points-removing-center-city.mp4 19.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/07_closing-remarks/01_deploying-machine-learning-as-a-service/01_slides-presented-in-this-module_closing.pdf 19.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/02_co-occurrence-matrices-for-collaborative-filtering/03_normalizing-co-occurrence-matrices-and-leveraging-purchase-histories.mp4 19.5 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/01_advice-for-applying-machine-learning/02_evaluating-a-model.mp4 19.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/01_welcome/01_what-is-this-course-about/06_assumed-background.mp4 19.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/02_course-overview-and-details/02_outline-of-first-half-of-course.mp4 19.4 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/02_bias-and-variance/03_establishing-a-baseline-level-of-performance.mp4 19.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/07_tying-up-loose-ends/01_choosing-the-penalty-strength-and-other-practical-issues-with-lasso.mp4 19.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/07_programming-assignment-2/01_boosting-a-decision-stump_lending-club-data.gl.zip 19.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/06_programming-assignment-1/01_identifying-safe-loans-with-decision-trees_lending-club-data.gl.zip 19.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/05_programming-assignment/01_decision-trees-in-practice_lending-club-data.gl.zip 19.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/07_programming-assignment-2/01_implementing-binary-decision-trees_lending-club-data.gl.zip 19.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/04_programming-assignment-1/01_exploring-ensemble-methods_lending-club-data.gl.zip 19.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/06_programming-assignment-1/01_identifying-safe-loans-with-decision-trees_lending-club-data.sframe.zip 19.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/07_programming-assignment-2/01_boosting-a-decision-stump_lending-club-data.sframe.zip 19.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/05_programming-assignment/01_decision-trees-in-practice_lending-club-data.sframe.zip 19.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/04_programming-assignment-1/01_exploring-ensemble-methods_lending-club-data.sframe.zip 19.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/07_programming-assignment-2/01_implementing-binary-decision-trees_lending-club-data.sframe.zip 19.4 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/01_multiple-linear-regression/04_gradient-descent-for-multiple-linear-regression.mp4 19.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/02_deep-learning-deep-features/01_application-of-deep-learning-to-computer-vision.mp4 19.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/03_k-nearest-neighbors-and-weighted-k-nearest-neighbors/01_k-nearest-neighbors-regression.mp4 19.3 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/02_state-action-value-function/04_random-stochastic-environment-optional.mp4 19.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/02_who-this-specialization-is-for-and-what-you-will-be-able-to-do/01_how-we-got-into-ml.mp4 19.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/03_l2-regularized-logistic-regression/04_learning-l2-regularized-logistic-regression-with-gradient-ascent.mp4 19.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/01_linear-classifiers/05_linear-classifier-model.mp4 19.1 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/04_transfer-learning-using-data-from-a-different-task.mp4 19.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/04_computing-the-least-squares-d-dimensional-curve/05_feature-by-feature-update.mp4 19.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/03_3-sources-of-error-and-the-bias-variance-tradeoff/02_variance-and-the-bias-variance-tradeoff.mp4 19.0 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/04_skewed-datasets-optional/01_error-metrics-for-skewed-datasets.mp4 19.0 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/01_classification-with-logistic-regression/03_decision-boundary.mp4 18.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/03_summary-of-clustering-and-similarity/01_clustering-and-similarity-ml-block-diagram.mp4 18.9 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/02_recommender-systems-implementation-detail/01_mean-normalization.mp4 18.9 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/06_regression-trees-optional.mp4 18.9 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/01_multiple-linear-regression/01_multiple-features.mp4 18.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/03_expectation-maximization-em-building-blocks/03_estimating-cluster-parameters-from-known-cluster-assignments.mp4 18.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/04_document-retrieval-jupyter-notebook/03_exploring-word-counts.mp4 18.7 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/02_supervised-vs-unsupervised-machine-learning/04_unsupervised-learning-part-1.mp4 18.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/01_feature-selection-via-explicit-model-enumeration/05_greedy-algorithms.mp4 18.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/04_tying-up-the-loose-ends/03_how-to-handle-the-intercept.mp4 18.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/04_kernel-regression/01_from-weighted-k-nn-to-kernel-regression.mp4 18.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/01_classification-modeling/05_linear-classifiers.mp4 18.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/04_mapreduce-for-scaling-k-means/04_mapreduce-for-k-means.mp4 18.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/06_programming-assignment-1/01_identifying-safe-loans-with-decision-trees_lending-club-data.csv.zip 18.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/04_programming-assignment-1/01_exploring-ensemble-methods_lending-club-data.csv.zip 18.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/07_programming-assignment-2/01_implementing-binary-decision-trees_lending-club-data.csv.zip 18.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/05_programming-assignment/01_decision-trees-in-practice_lending-club-data.csv.zip 18.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/07_programming-assignment-2/01_boosting-a-decision-stump_lending-club-data.csv.zip 18.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/01_classification-modeling/03_what-is-an-intelligent-restaurant-review-system.mp4 18.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/02_bayesian-inference-via-gibbs-sampling/02_gibbs-sampling-from-10-000-feet.mp4 18.4 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/03_putting-it-together.mp4 18.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/04_predicting-house-prices-jupyter-notebook/02_loading-exploring-house-sale-data.mp4 18.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/03_geometric-intuition-for-sparsity-of-lasso-solutions/03_visualizing-the-lasso-cost-and-solution.mp4 18.4 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/06_train-the-model-with-gradient-descent/06_running-gradient-descent.mp4 18.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/05_finding-the-least-squares-line/04_approach-2-gradient-descent.mp4 18.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/04_document-retrieval-jupyter-notebook/04_computing-exploring-tf-idfs.mp4 18.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/01_maximum-likelihood-estimation/04_data-likelihood.mp4 18.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/01_introduction-to-latent-dirichlet-allocation/05_goal-of-lda-inference.mp4 18.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/02_the-ridge-objective/01_balancing-fit-and-magnitude-of-coefficients.mp4 18.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/04_very-optional-lesson-deriving-gradient-of-logistic-regression/04_very-optional-rewriting-the-log-likelihood-into-a-simpler-form.mp4 18.0 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/03_content-based-filtering/03_recommending-from-a-large-catalogue.mp4 18.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/04_deep-features-for-image-classification-jupyter-notebook/04_training-evaluating-a-classifier-using-deep-features.mp4 17.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/04_very-optional-lesson-deriving-gradient-of-logistic-regression/05_very-optional-deriving-gradient-of-log-likelihood.mp4 17.8 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/02_clustering/05_initializing-k-means.mp4 17.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/03_geometric-intuition-for-sparsity-of-lasso-solutions/01_visualizing-the-ridge-cost.mp4 17.8 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/04_principal-component-analysis/03_pca-in-code-optional.mp4 17.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/02_clustering-via-k-means/02_k-means-as-coordinate-descent.mp4 17.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/04_getting-started-with-python-and-the-jupyter-notebook/03_creating-variables-in-python.mp4 17.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/01_motivating-and-setting-the-foundation-for-mixture-models/01_slides-presented-in-this-module_mixmodel-EM-annotated.pdf 17.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/04_document-retrieval-jupyter-notebook/02_loading-exploring-wikipedia-data.mp4 17.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/01_the-amazing-idea-of-boosting-a-classifier/03_ensemble-classifiers.mp4 17.5 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/02_error-analysis.mp4 17.5 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/03_tree-ensembles/05_when-to-use-decision-trees.mp4 17.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/02_the-simple-linear-regression-model-its-use-and-interpretation/02_the-cost-of-using-a-given-line.mp4 17.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/01_introduction-to-nearest-neighbor-search-and-algorithms/04_k-nn-algorithm.mp4 17.4 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/04_regression-model/05_visualizing-the-cost-function.mp4 17.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/04_learning-decision-trees-with-continuous-inputs/01_threshold-splits-for-continuous-inputs.mp4 17.3 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/01_multiple-linear-regression/02_vectorization-part-1.mp4 17.3 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/01_multiple-linear-regression/03_vectorization-part-2.mp4 17.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/02_clustering-via-k-means/01_the-k-means-algorithm.mp4 17.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/03_matrix-factorization/04_discovering-hidden-structure-by-matrix-factorization.mp4 17.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/02_mixtures-of-gaussians-for-clustering/03_scaling-mixtures-of-gaussians-for-document-clustering.mp4 17.2 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/04_regression-model/06_visualization-examples.mp4 17.2 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/07_the-problem-of-overfitting/03_cost-function-with-regularization.mp4 17.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/05_locality-sensitive-hashing-for-approximate-nn-search/03_using-random-lines-to-partition-points.mp4 17.1 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/02_neural-network-model/02_more-complex-neural-networks.mp4 17.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/05_finding-the-least-squares-line/01_computing-the-gradient-of-rss.mp4 17.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/02_bayesian-inference-via-gibbs-sampling/01_the-need-for-bayesian-inference.mp4 17.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/04_tying-up-the-loose-ends/02_k-fold-cross-validation.mp4 17.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/03_logistic-regression/04_effect-of-coefficient-values-on-predicted-probabilities.mp4 17.0 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/06_train-the-model-with-gradient-descent/04_learning-rate.mp4 16.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/01_characteristics-of-overfit-models/04_overfitting-demo.mp4 16.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/02_evaluating-classification-models/03_false-positives-false-negatives-and-confusion-matrices.mp4 16.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/04_an-aside-on-optimization-multidimensional-objectives/02_gradient-descent-multidimensional-hill-descent.mp4 16.9 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/02_clustering/06_choosing-the-number-of-clusters.mp4 16.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/03_an-aside-on-optimization-one-dimensional-objectives/02_finding-maxima-or-minima-analytically.mp4 16.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/01_overfitting-in-decision-trees/03_overfitting-in-decision-trees.mp4 16.8 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/03_tensorflow-implementation/01_inference-in-code.mp4 16.8 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/04_regression-model/03_cost-function-formula.mp4 16.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/03_optional-lesson-pruning-decision-trees/02_optional-pruning-decision-trees-to-avoid-overfitting.mp4 16.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/03_collapsed-gibbs-sampling-for-lda/03_a-worked-example-for-lda-deriving-the-resampling-distribution.mp4 16.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/04_the-em-algorithm/01_em-iterates-in-equations-and-pictures.mp4 16.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/03_what-is-a-visual-product-recommender.mp4 16.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/02_the-simple-linear-regression-model-its-use-and-interpretation/03_using-the-fitted-line.mp4 16.6 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/02_recommender-systems-implementation-detail/03_finding-related-items.mp4 16.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/01_introduction-to-latent-dirichlet-allocation/03_an-alternative-document-clustering-model.mp4 16.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/08_closing-remarks/02_summary-and-whats-ahead-in-the-specialization/01_what-we-covered-and-what-we-didn-t-cover.mp4 16.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/04_performance-metrics-for-recommender-systems/01_a-performance-metric-for-recommender-systems.mp4 16.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/01_introduction-to-clustering/03_an-unsupervised-task.mp4 16.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/06_song-recommender-jupyter-notebook/04_creating-evaluating-a-personalized-song-recommender.mp4 16.4 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/06_train-the-model-with-gradient-descent/05_gradient-descent-for-linear-regression.mp4 16.4 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/05_full-cycle-of-a-machine-learning-project.mp4 16.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/01_why-you-should-learn-machine-learning-with-us/05_machine-learning-is-changing-the-world.mp4 16.3 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/03_gradient-descent-in-practice/04_choosing-the-learning-rate.mp4 16.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/04_performance-metrics-for-recommender-systems/03_precision-recall-curves.mp4 16.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/04_scaling-up-k-nn-search-using-kd-trees/03_nn-search-with-kd-trees.mp4 16.3 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/04_regression-model/02_linear-regression-model-part-2.mp4 16.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/06_summarizing-boosting/01_ensemble-methods-impact-of-boosting-quick-recap.mp4 16.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/01_welcome/01_what-is-this-course-about/06_outlining-the-second-half-of-the-course.mp4 16.2 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/06_vectorization-optional/03_matrix-multiplication-rules.mp4 16.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/07_handling-missing-data/02_strategy-3-modify-learning-algorithm-to-explicitly-handle-missing-data/02_feature-split-selection-with-missing-data.mp4 16.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/01_classification-modeling/06_decision-boundaries.mp4 16.0 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/01_measuring-purity.mp4 16.0 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/06_vectorization-optional/02_matrix-multiplication.mp4 15.9 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/05_continuous-valued-features.mp4 15.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/07_handling-missing-data/01_basic-strategies-for-handling-missing-data/04_strategy-2-purification-by-imputing-missing-data.mp4 15.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/02_evaluating-classification-models/02_whats-a-good-accuracy.mp4 15.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/04_analyzing-sentiment-jupyter-notebook/09_exploring-the-most-positive-negative-aspects-of-a-product.mp4 15.8 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/07_the-problem-of-overfitting/02_addressing-overfitting.mp4 15.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/03_an-aside-on-optimization-one-dimensional-objectives/04_finding-the-max-via-hill-climbing.mp4 15.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/03_the-precision-recall-tradeoff/03_precision-recall-curve.mp4 15.7 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/04_additional-neural-network-concepts/01_advanced-optimization.mp4 15.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/02_precision-recall-explained/01_precision-fraction-of-positive-predictions-that-are-actually-positive.mp4 15.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/02_feature-selection-implicitly-via-regularized-regression/03_the-lasso-objective-and-its-coefficient-path.mp4 15.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/02_class-probabilities/02_review-of-basics-of-probabilities.mp4 15.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/02_learning-decision-trees/04_when-to-stop-recursing.mp4 15.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/03_summary-of-regression/01_regression-ml-block-diagram.mp4 15.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/02_gradient-ascent-algorithm-for-learning-logistic-regression-classifier/01_review-of-gradient-ascent.mp4 15.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/03_setting-the-stage-for-computing-the-least-squares-fit/02_rewriting-the-single-observation-model-in-vector-notation.mp4 15.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/02_evaluating-regression-models/01_evaluating-overfitting-via-training-test-split.mp4 15.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/04_document-retrieval-jupyter-notebook/05_computing-distances-between-wikipedia-articles.mp4 15.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/02_hierarchical-clustering-and-clustering-for-time-series-segmentation/04_the-dendrogram.mp4 15.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/02_co-occurrence-matrices-for-collaborative-filtering/01_collaborative-filtering-people-who-bought-this-also-bought.mp4 15.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/03_collapsed-gibbs-sampling-for-lda/04_using-the-output-of-collapsed-gibbs-sampling.mp4 15.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/02_the-simple-linear-regression-model-its-use-and-interpretation/04_interpreting-the-fitted-line.mp4 15.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/02_learning-decision-trees/03_selecting-best-feature-to-split-on.mp4 15.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/04_setting-the-stage-for-solving-the-lasso/02_coordinate-descent.mp4 15.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/07_closing-remarks/01_deploying-machine-learning-as-a-service/03_deploying-an-ml-service.mp4 15.1 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/04_improved-implementation-of-softmax.mp4 15.1 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/03_neural-network-with-softmax-output.mp4 15.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/04_deep-features-for-image-classification-jupyter-notebook/03_training-evaluating-a-classifier-using-raw-image-pixels.mp4 15.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/01_welcome/01_what-is-this-course-about/05_outlining-the-first-half-of-the-course.mp4 14.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/03_l2-regularized-logistic-regression/01_penalizing-large-coefficients-to-mitigate-overfitting.mp4 14.8 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/03_machine-learning-development-process/01_iterative-loop-of-ml-development.mp4 14.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/06_song-recommender-jupyter-notebook/02_loading-and-exploring-song-data.mp4 14.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/03_optimizing-the-ridge-objective/01_computing-the-gradient-of-the-ridge-objective.mp4 14.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/03_matrix-factorization/01_the-matrix-completion-task.mp4 14.8 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/01_decision-trees/01_decision-tree-model.mp4 14.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/03_geometric-intuition-for-sparsity-of-lasso-solutions/02_visualizing-the-ridge-solution.mp4 14.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/03_an-aside-on-optimization-one-dimensional-objectives/06_choosing-stepsize-and-convergence-criteria.mp4 14.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/03_3-sources-of-error-and-the-bias-variance-tradeoff/03_error-vs-amount-of-data.mp4 14.7 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/02_state-action-value-function/02_state-action-value-function-example.mp4 14.6 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/04_example-recognizing-images.mp4 14.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/05_convergence-and-overfitting-in-boosting/02_overfitting-in-boosting.mp4 14.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/04_practical-issues-for-classification/01_encoding-categorical-inputs.mp4 14.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/01_algorithms-for-retrieval-and-measuring-similarity-of-documents/06_calculating-tf-idf-vectors.mp4 14.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/02_early-stopping-to-avoid-overfitting/01_principle-of-occams-razor-learning-simpler-decision-trees.mp4 14.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/04_mapreduce-for-scaling-k-means/03_mapreduce-execution-overview-and-combiners.mp4 14.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/03_expectation-maximization-em-building-blocks/02_optional-responsibilities-as-bayes-rule.mp4 14.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/07_handling-missing-data/02_strategy-3-modify-learning-algorithm-to-explicitly-handle-missing-data/01_modifying-decision-trees-to-handle-missing-data.mp4 14.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/03_choosing-step-size-for-gradient-ascent-descent/01_choosing-step-size.mp4 14.4 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/02_supervised-vs-unsupervised-machine-learning/03_supervised-learning-part-2.mp4 14.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/05_online-learning-fitting-models-from-streaming-data/02_using-stochastic-gradient-for-online-learning.mp4 14.4 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/03_gradient-descent-in-practice/02_feature-scaling-part-2.mp4 14.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/02_mixtures-of-gaussians-for-clustering/02_interpreting-the-mixture-of-gaussian-terms.mp4 14.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/02_who-this-specialization-is-for-and-what-you-will-be-able-to-do/02_who-is-this-specialization-for.mp4 14.4 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/03_tree-ensembles/02_sampling-with-replacement.mp4 14.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/01_overfitting-in-classification/04_overfitting-in-classification.mp4 14.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/02_nearest-neighbor-regression/02_distance-metrics.mp4 14.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/03_matrix-factorization/02_recommendations-from-known-user-item-features.mp4 14.2 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/02_decision-tree-learning/04_using-one-hot-encoding-of-categorical-features.mp4 14.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/02_incorporating-multiple-inputs/01_motivating-the-use-of-multiple-inputs.mp4 14.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/02_overconfident-predictions-due-to-overfitting/01_overfitting-in-classifiers-leads-to-overconfident-predictions.mp4 14.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/02_the-importance-of-data-representations-and-distance-metrics/01_document-representation.mp4 14.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/05_finding-the-least-squares-line/02_approach-1-closed-form-solution.mp4 14.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/01_algorithms-for-retrieval-and-measuring-similarity-of-documents/01_slides-presented-in-this-module_clustering-intro-annotated.pdf 14.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/04_an-aside-on-optimization-multidimensional-objectives/01_gradients-derivatives-in-multiple-dimensions.mp4 14.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/03_applying-adaboost/02_learning-boosted-decision-stumps-with-adaboost.mp4 14.0 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/04_summary-and-thank-you/01_summary-and-thank-you.mp4 13.9 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/02_supervised-vs-unsupervised-machine-learning/02_supervised-learning-part-1.mp4 13.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/02_feature-selection-implicitly-via-regularized-regression/02_thresholding-ridge-coefficients.mp4 13.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/01_defining-how-we-assess-performance/03_what-do-we-mean-by-loss.mp4 13.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/03_k-nearest-neighbors-and-weighted-k-nearest-neighbors/03_weighted-k-nearest-neighbors.mp4 13.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/01_why-use-precision-recall-as-quality-metrics/03_what-is-good-performance-for-a-classifier.mp4 13.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/06_programming-assignment-1/01_implementing-em-for-gaussian-mixtures_images.zip 13.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/04_getting-started-with-python-and-the-jupyter-notebook/02_starting-a-jupyter-notebook.mp4 13.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/02_gradient-ascent-algorithm-for-learning-logistic-regression-classifier/03_example-of-computing-derivative-for-logistic-regression.mp4 13.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/01_intuition-behind-decision-trees/02_predicting-loan-defaults-with-decision-trees.mp4 13.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/02_gradient-ascent-algorithm-for-learning-logistic-regression-classifier/04_interpreting-derivative-for-logistic-regression.mp4 13.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/04_predicting-house-prices-jupyter-notebook/08_exploring-other-features-of-the-data.mp4 13.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/01_feature-selection-via-explicit-model-enumeration/03_all-subsets.mp4 13.7 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/03_gradient-descent-in-practice/01_feature-scaling-part-1.mp4 13.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/02_the-ridge-objective/02_the-resulting-ridge-objective-and-its-extreme-solutions.mp4 13.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/01_introduction-to-nearest-neighbor-search-and-algorithms/01_slides-presented-in-this-module_retrieval-intro-annotated.pdf 13.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/03_l2-regularized-logistic-regression/03_visualizing-effect-of-l2-regularization-in-logistic-regression.mp4 13.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/04_scaling-up-k-nn-search-using-kd-trees/04_complexity-of-nn-search-with-kd-trees.mp4 13.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/01_algorithms-for-retrieval-and-measuring-similarity-of-documents/05_prioritizing-important-words-with-tf-idf.mp4 13.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/02_evaluating-regression-models/04_other-regression-examples.mp4 13.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/03_optimizing-the-ridge-objective/03_discussing-the-closed-form-solution.mp4 13.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/01_recommender-systems/04_building-a-recommender-system-via-classification.mp4 13.4 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/06_vectorization-optional/04_matrix-multiplication-code.mp4 13.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/03_optimizing-the-ridge-objective/02_approach-1-closed-form-solution.mp4 13.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/05_deep-features-for-image-retrieval-jupyter-notebook/04_querying-the-nearest-neighbors-model-to-retrieve-images.mp4 13.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/02_deep-learning-deep-features/02_deep-learning-performance.mp4 13.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/01_the-amazing-idea-of-boosting-a-classifier/02_the-boosting-question.mp4 13.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/01_introduction-to-latent-dirichlet-allocation/02_mixed-membership-models-for-documents.mp4 13.2 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/06_train-the-model-with-gradient-descent/03_gradient-descent-intuition.mp4 13.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/03_the-precision-recall-tradeoff/02_trading-off-precision-and-recall.mp4 13.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/04_learning-decision-trees-with-continuous-inputs/03_visualizing-decision-boundaries.mp4 13.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/04_analyzing-sentiment-jupyter-notebook/08_applying-model-to-find-most-positive-negative-reviews-for-a-product.mp4 13.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/06_song-recommender-jupyter-notebook/03_creating-evaluating-a-popularity-based-song-recommender.mp4 13.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/02_adaboost/02_weighted-error.mp4 13.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/02_hierarchical-clustering-and-clustering-for-time-series-segmentation/02_divisive-clustering.mp4 13.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/08_closing-remarks/01_what-we-ve-learned/02_simple-and-multiple-regression.mp4 13.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/02_evaluating-classification-models/01_training-and-evaluating-a-classifier.mp4 13.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/04_document-retrieval-jupyter-notebook/07_examples-of-document-retrieval-in-action.mp4 12.9 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/02_recommender-systems/03_content-based-filtering/05_tensorflow-implementation-of-content-based-filtering.mp4 12.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/02_3-measures-of-loss-and-their-trends-with-model-complexity/03_test-error-what-we-can-actually-compute.mp4 12.9 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/02_activation-functions/03_why-do-we-need-activation-functions.mp4 12.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/07_handling-missing-data/01_basic-strategies-for-handling-missing-data/03_strategy-1-purification-by-skipping-missing-data.mp4 12.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/02_learning-decision-trees/02_learning-a-decision-stump.mp4 12.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/04_very-optional-lesson-deriving-gradient-of-logistic-regression/01_very-optional-deriving-gradient-of-logistic-regression-log-trick.mp4 12.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/05_locality-sensitive-hashing-for-approximate-nn-search/02_lsh-as-an-alternative-to-kd-trees.mp4 12.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/02_who-this-specialization-is-for-and-what-you-will-be-able-to-do/05_the-future-of-intelligent-applications.mp4 12.8 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/05_gradient-descent-for-logistic-regression/01_gradient-descent-implementation.mp4 12.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/06_programming-assignment/01_implementing-logistic-regression-from-scratch_amazon_baby_subset.sframe.zip 12.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/06_programming-assignment/01_logistic-regression-with-l2-regularization_amazon_baby_subset.sframe.zip 12.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/07_programming-assignment/01_training-logistic-regression-via-stochastic-gradient-ascent_amazon_baby_subset.sframe.zip 12.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/07_programming-assignment/01_training-logistic-regression-via-stochastic-gradient-ascent_amazon_baby_subset.gl.zip 12.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/06_programming-assignment/01_implementing-logistic-regression-from-scratch_amazon_baby_subset.gl.zip 12.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/06_programming-assignment/01_logistic-regression-with-l2-regularization_amazon_baby_subset.gl.zip 12.7 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/03_tree-ensembles/03_random-forest-algorithm.mp4 12.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/01_linear-regression-modeling/04_linear-regression-a-model-based-approach.mp4 12.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/04_predicting-house-prices-jupyter-notebook/10_applying-learned-models-to-predict-price-of-an-average-house.mp4 12.7 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/01_reinforcement-learning-introduction/02_mars-rover-example.mp4 12.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/07_handling-missing-data/01_basic-strategies-for-handling-missing-data/02_challenge-of-missing-data.mp4 12.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/01_why-use-precision-recall-as-quality-metrics/02_case-study-where-accuracy-is-not-best-metric-for-classification.mp4 12.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/05_optimizing-the-lasso-objective/01_coordinate-descent-for-lasso-normalized-features.mp4 12.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/02_incorporating-multiple-inputs/03_regression-with-features-of-multiple-inputs.mp4 12.6 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/02_neural-network-model/03_inference-making-predictions-forward-propagation.mp4 12.6 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/04_decision-trees/03_tree-ensembles/01_using-multiple-decision-trees.mp4 12.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/04_stochastic-gradient-practical-tricks/05_optional-measuring-convergence.mp4 12.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/03_l2-regularized-logistic-regression/02_l2-regularized-logistic-regression.mp4 12.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/05_getting-started-with-sframes-for-data-engineering-and-analysis/05_using-apply-for-data-transformation.mp4 12.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/04_tying-up-the-loose-ends/01_selecting-tuning-parameters-via-cross-validation.mp4 12.4 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/04_neural-network-implementation-in-python/01_forward-prop-in-a-single-layer.mp4 12.4 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/02_clustering/02_k-means-intuition.mp4 12.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/01_recommender-systems/01_slides-presented-in-this-module_recommenders-intro-annotated.pdf 12.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/01_linear-classifiers/03_intuition-behind-linear-classifiers.mp4 12.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/05_summary-of-recommender-systems/01_recommender-systems-ml-block-diagram.mp4 12.3 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/06_vectorization-optional/01_how-neural-networks-are-implemented-efficiently.mp4 12.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/03_geometric-intuition-for-sparsity-of-lasso-solutions/05_lasso-demo.mp4 12.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/04_analyzing-sentiment-jupyter-notebook/04_exploring-the-most-popular-product.mp4 12.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/04_mapreduce-for-scaling-k-means/02_the-general-mapreduce-abstraction.mp4 12.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/02_adaboost/03_computing-coefficient-of-each-ensemble-component.mp4 12.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/02_clustering-via-k-means/03_smart-initialization-via-k-means.mp4 12.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/01_scaling-ml-to-huge-datasets/03_timeline-of-scalable-machine-learning-stochastic-gradient.mp4 12.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/08_closing-remarks/01_what-we-ve-learned/04_feature-selection-lasso-and-nearest-neighbor-regression.mp4 12.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/02_course-overview-and-details/04_assumed-background.mp4 12.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/03_logistic-regression/02_the-sigmoid-or-logistic-link-function.mp4 12.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/04_stochastic-gradient-practical-tricks/04_optional-learning-from-batches-of-data.mp4 12.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/01_scaling-ml-to-huge-datasets/02_gradient-ascent-won-t-scale-to-todays-huge-datasets.mp4 12.0 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/02_activation-functions/01_alternatives-to-the-sigmoid-activation.mp4 12.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/06_discussion-and-summary-of-simple-linear-regression/02_influence-of-high-leverage-points-exploring-the-data.mp4 11.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/04_analyzing-sentiment-jupyter-notebook/07_evaluating-a-classifier-the-roc-curve.mp4 11.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/03_optional-lesson-pruning-decision-trees/03_optional-tree-pruning-algorithm.mp4 11.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/04_predicting-house-prices-jupyter-notebook/06_visualizing-predictions-of-simple-model-with-matplotlib.mp4 11.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/03_applying-adaboost/01_example-of-adaboost-in-action.mp4 11.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/02_incorporating-multiple-inputs/02_defining-notation.mp4 11.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/01_welcome/01_what-is-this-course-about/07_assumed-background.mp4 11.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/02_adaboost/04_reweighing-data-to-focus-on-mistakes.mp4 11.8 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/03_week-3-classification/03_cost-function-for-logistic-regression/02_simplified-cost-function-for-logistic-regression.mp4 11.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/01_regression-fundamentals/05_regression-ml-block-diagram.mp4 11.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/03_collapsed-gibbs-sampling-for-lda/01_what-is-collapsed-gibbs-sampling.mp4 11.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/03_k-nearest-neighbors-and-weighted-k-nearest-neighbors/02_k-nearest-neighbors-in-practice.mp4 11.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/04_analyzing-sentiment-jupyter-notebook/05_defining-which-reviews-have-positive-or-negative-sentiment.mp4 11.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/05_locality-sensitive-hashing-for-approximate-nn-search/01_limitations-of-kd-trees.mp4 11.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/01_introduction-to-clustering/04_hope-for-unsupervised-learning-and-some-challenge-cases.mp4 11.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/02_feature-selection-implicitly-via-regularized-regression/01_can-we-use-regularization-for-feature-selection.mp4 11.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/01_multiple-features-of-one-input/03_polynomial-regression.mp4 11.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/01_feature-selection-via-explicit-model-enumeration/02_the-feature-selection-task.mp4 11.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/05_getting-started-with-sframes-for-data-engineering-and-analysis/02_starting-turi-create-loading-an-sframe.mp4 11.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/01_linear-classifiers/01_slides-presented-in-this-module_logistic-regression-model-annotated.pdf 11.5 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/03_advice-for-applying-machine-learning/01_advice-for-applying-machine-learning/01_deciding-what-to-try-next.mp4 11.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/02_course-overview-and-details/01_course-overview.mp4 11.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/03_logistic-regression/03_logistic-regression-model.mp4 11.4 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/01_neural-network-training/01_tensorflow-implementation.mp4 11.4 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/01_reinforcement-learning-introduction/05_review-of-key-concepts.mp4 11.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/01_characteristics-of-overfit-models/05_overfitting-for-more-general-multiple-regression-models.mp4 11.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/01_maximum-likelihood-estimation/03_intuition-behind-maximum-likelihood-estimation.mp4 11.3 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/05_classification-with-multiple-outputs-optional.mp4 11.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/01_motivating-local-fits/02_limitations-of-parametric-regression.mp4 11.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/02_clustering-models-and-algorithms/02_clustering-documents-an-unsupervised-learning-task.mp4 11.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/01_multiple-features-of-one-input/05_where-we-see-seasonality.mp4 11.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/03_matrix-factorization/05_bringing-it-all-together-featurized-matrix-factorization.mp4 11.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/06_song-recommender-jupyter-notebook/05_using-precision-recall-to-compare-recommender-models.mp4 11.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/01_welcome/01_what-is-this-course-about/04_what-is-the-course-about.mp4 11.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/06_programming-assignment-1/01_implementing-em-for-gaussian-mixtures_images.sf.zip 11.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/07_tying-up-loose-ends/02_a-brief-recap.mp4 11.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/03_choosing-step-size-for-gradient-ascent-descent/02_careful-with-step-sizes-that-are-too-large.mp4 11.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/02_learning-decision-trees/01_recursive-greedy-algorithm.mp4 11.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/03_summary-of-deep-learning/01_deep-learning-ml-block-diagram.mp4 11.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/01_linear-classifiers/04_decision-boundaries.mp4 11.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/02_scaling-ml-with-stochastic-gradient/03_comparing-gradient-to-stochastic-gradient.mp4 11.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/02_deep-learning-deep-features/05_challenges-of-deep-learning.mp4 11.1 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/03_gradient-descent-in-practice/03_checking-gradient-descent-for-convergence.mp4 11.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/04_computing-the-least-squares-d-dimensional-curve/06_algorithmic-summary-of-gradient-descent-approach.mp4 11.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/01_intuition-behind-decision-trees/04_task-of-learning-decision-trees-from-data.mp4 11.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/01_introduction-to-clustering/01_slides-presented-in-this-module_kmeans-annotated.pdf 10.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/05_convergence-and-overfitting-in-boosting/01_the-boosting-theorem.mp4 10.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/04_stochastic-gradient-practical-tricks/06_optional-adding-regularization.mp4 10.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/01_slides-presented-in-this-module_deeplearning-annotated.pdf 10.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/04_computing-the-least-squares-d-dimensional-curve/03_discussing-the-closed-form-solution.mp4 10.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/02_nearest-neighbor-regression/03_1-nearest-neighbor-algorithm.mp4 10.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/01_welcome/01_what-is-this-course-about/02_slides-presented-in-this-module_intro.pdf 10.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/03_summary-of-classification/01_classification-ml-block-diagram.mp4 10.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/01_introduction-to-clustering/02_the-goal-of-clustering.mp4 10.7 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/01_neural-networks/01_neural-networks-intuition/01_welcome.mp4 10.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/01_introduction-to-latent-dirichlet-allocation/04_components-of-latent-dirichlet-allocation-model.mp4 10.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/01_welcome/01_what-is-this-course-about/04_course-overview.mp4 10.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/02_precision-recall-explained/02_recall-fraction-of-positive-data-predicted-to-be-positive.mp4 10.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/01_what-we-ve-learned/03_module-2-recap.mp4 10.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/05_locality-sensitive-hashing-for-approximate-nn-search/04_defining-more-bins.mp4 10.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/05_getting-started-with-sframes-for-data-engineering-and-analysis/04_interacting-with-columns-of-an-sframe.mp4 10.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/01_linear-regression-modeling/05_adding-higher-order-effects.mp4 10.4 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/03_continuous-state-spaces/02_lunar-lander.mp4 10.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/04_the-em-algorithm/03_relationship-to-k-means.mp4 10.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/03_understanding-why-stochastic-gradient-works/01_why-would-stochastic-gradient-ever-work.mp4 10.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/05_online-learning-fitting-models-from-streaming-data/01_the-online-learning-task.mp4 10.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/03_setting-the-stage-for-computing-the-least-squares-fit/03_rewriting-the-model-for-all-observations-in-matrix-notation.mp4 10.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/03_an-aside-on-optimization-one-dimensional-objectives/01_defining-our-least-squares-optimization-objective.mp4 10.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/02_overconfident-predictions-due-to-overfitting/02_visualizing-overconfident-predictions.mp4 10.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/04_scaling-up-k-nn-search-using-kd-trees/05_visualizing-scaling-behavior-of-kd-trees.mp4 10.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/01_multiple-features-of-one-input/01_slides-presented-in-this-module_week2_multipleregression-annotated.pdf 10.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/01_linear-regression-modeling/03_what-is-the-goal-and-how-might-you-naively-address-it.mp4 10.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/04_computing-the-least-squares-d-dimensional-curve/02_approach-1-closed-form-solution.mp4 10.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/01_maximum-likelihood-estimation/05_finding-best-linear-classifier-with-gradient-ascent.mp4 9.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/01_overfitting-in-classification/05_visualizing-overfitting-with-high-degree-polynomial-features.mp4 9.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/05_deep-features-for-image-retrieval-jupyter-notebook/06_displaying-other-example-image-retrievals-with-a-python-lambda.mp4 9.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/05_locality-sensitive-hashing-for-approximate-nn-search/06_lsh-in-higher-dimensions.mp4 9.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/01_linear-classifiers/02_linear-classifiers-a-motivating-example.mp4 9.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/02_class-probabilities/04_using-probabilities-in-classification.mp4 9.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/02_clustering-models-and-algorithms/01_clustering-documents-task-overview.mp4 9.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/05_k-nn-and-kernel-regression-wrapup/02_issues-with-high-dimensions-data-scarcity-and-computational-complexity.mp4 9.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/05_getting-started-with-sframes-for-data-engineering-and-analysis/03_canvas-for-data-visualization.mp4 9.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/04_stochastic-gradient-practical-tricks/02_choosing-step-size.mp4 9.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/01_overfitting-in-classification/03_review-of-overfitting-in-regression.mp4 9.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/02_the-ridge-objective/06_the-ridge-coefficient-path.mp4 9.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/02_clustering-models-and-algorithms/03_k-means-a-clustering-algorithm.mp4 9.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/04_learning-decision-trees-with-continuous-inputs/02_optional-picking-the-best-threshold-to-split-on.mp4 9.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/02_evaluating-regression-models/02_training-test-curves.mp4 9.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/04_deep-features-for-image-classification-jupyter-notebook/02_loading-image-data.mp4 9.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/06_discussion-and-summary-of-simple-linear-regression/05_asymmetric-cost-functions.mp4 9.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/01_introduction-to-nearest-neighbor-search-and-algorithms/02_retrieval-as-k-nearest-neighbor-search.mp4 9.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/04_document-retrieval-jupyter-notebook/06_building-exploring-a-nearest-neighbors-model-for-wikipedia-articles.mp4 9.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/03_choosing-step-size-for-gradient-ascent-descent/03_rule-of-thumb-for-choosing-step-size.mp4 9.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/04_setting-the-stage-for-solving-the-lasso/03_normalizing-features.mp4 9.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/06_discussion-and-summary-of-simple-linear-regression/04_influence-of-high-leverage-points-removing-high-end-towns.mp4 9.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/05_optimizing-the-lasso-objective/02_assessing-convergence-and-other-lasso-solvers.mp4 9.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/01_overfitting-in-classification/02_evaluating-a-classifier.mp4 9.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/04_overfitting-regularization-in-logistic-regression/06_programming-assignment/01_logistic-regression-with-l2-regularization_amazon_baby_subset.csv.zip 9.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/07_programming-assignment/01_training-logistic-regression-via-stochastic-gradient-ascent_amazon_baby_subset.csv.zip 9.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/06_programming-assignment/01_implementing-logistic-regression-from-scratch_amazon_baby_subset.csv.zip 9.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/04_analyzing-sentiment-jupyter-notebook/06_training-a-sentiment-classifier.mp4 9.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/04_getting-started-with-python-and-the-jupyter-notebook/05_creating-functions-and-lambdas-in-python.mp4 9.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/01_motivating-and-setting-the-foundation-for-mixture-models/04_univariate-gaussian-distributions.mp4 9.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/01_neural-networks-learning-very-non-linear-features/01_slides-presented-in-this-module_johnson_andrew_1997_3.pdf 8.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/02_scaling-ml-with-stochastic-gradient/01_why-gradient-ascent-won-t-scale.mp4 8.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/01_maximum-likelihood-estimation/02_goal-learning-parameters-of-logistic-regression.mp4 8.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/02_the-importance-of-data-representations-and-distance-metrics/03_writing-scaled-euclidean-distance-using-weighted-inner-products.mp4 8.8 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/02_clustering/01_what-is-clustering.mp4 8.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/02_scaling-ml-with-stochastic-gradient/02_stochastic-gradient-learning-one-data-point-at-a-time.mp4 8.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/01_algorithms-for-retrieval-and-measuring-similarity-of-documents/07_retrieving-similar-documents-using-nearest-neighbor-search.mp4 8.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/03_collapsed-gibbs-sampling-for-lda/02_a-worked-example-for-lda-initial-setup.mp4 8.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/01_feature-selection-via-explicit-model-enumeration/01_slides-presented-in-this-module_week5_lassoregression-annotated.pdf 8.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/01_linear-classifiers/07_using-features-of-the-inputs.mp4 8.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/02_evaluating-classification-models/05_class-probabilities.mp4 8.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/02_hierarchical-clustering-and-clustering-for-time-series-segmentation/03_agglomerative-clustering.mp4 8.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/03_the-precision-recall-tradeoff/01_precision-recall-extremes.mp4 8.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/01_multiple-features-of-one-input/06_regression-with-general-features-of-1-input.mp4 8.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/04_summary-and-whats-ahead-in-the-specialization/01_what-we-didn-t-cover.mp4 8.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/03_an-aside-on-optimization-one-dimensional-objectives/05_finding-the-min-via-hill-descent.mp4 8.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/04_predicting-house-prices-jupyter-notebook/04_learning-a-simple-regression-model-to-predict-house-prices-from-house-size.mp4 8.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/01_feature-selection-via-explicit-model-enumeration/06_complexity-of-the-greedy-forward-stepwise-algorithm.mp4 8.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/04_setting-the-stage-for-solving-the-lasso/01_what-makes-the-lasso-objective-different.mp4 8.4 MB
[TutsNode.net] - Machine Learning Specialization/advanced-learning-algorithms/02_neural-network-training/03_multiclass-classification/01_multiclass.mp4 8.4 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/01_unsupervised-learning/01_welcome-to-the-course/01_welcome.mp4 8.3 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/01_week-1-introduction-to-machine-learning/02_supervised-vs-unsupervised-machine-learning/05_unsupervised-learning-part-2.mp4 8.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/07_closing-remarks/02_machine-learning-challenges-and-future-directions/04_thank-you.mp4 8.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/02_co-occurrence-matrices-for-collaborative-filtering/02_effect-of-popular-items.mp4 8.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/02_gradient-ascent-algorithm-for-learning-logistic-regression-classifier/02_learning-algorithm-for-logistic-regression.mp4 8.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/04_analyzing-sentiment-jupyter-notebook/02_loading-exploring-product-review-data.mp4 8.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/01_regression-fundamentals/01_slides-presented-in-this-module_week1_simpleregression-annotated.pdf 7.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/02_deep-learning-deep-features/03_demo-of-deep-learning-model-on-imagenet-data.mp4 7.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/03_logistic-regression/05_overview-of-learning-logistic-regression-models.mp4 7.9 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/03_continuous-state-spaces/07_the-state-of-reinforcement-learning.mp4 7.9 MB
[TutsNode.net] - Machine Learning Specialization/machine-learning/02_week-2-regression-with-multiple-input-variables/03_gradient-descent-in-practice/05_feature-engineering.mp4 7.8 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/03_continuous-state-spaces/04_algorithm-refinement-improved-neural-network-architecture.mp4 7.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/02_adaboost/01_adaboost-overview.mp4 7.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/04_predicting-house-prices-jupyter-notebook/09_learning-a-model-to-predict-house-prices-from-more-features.mp4 7.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/02_hierarchical-clustering-and-clustering-for-time-series-segmentation/01_why-hierarchical-clustering.mp4 7.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/01_linear-classifiers/06_effect-of-coefficient-values-on-decision-boundary.mp4 7.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/02_the-simple-linear-regression-model-its-use-and-interpretation/01_the-simple-linear-regression-model.mp4 7.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/03_matrix-factorization/03_predictions-in-matrix-form.mp4 7.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/05_deep-features-for-image-retrieval-jupyter-notebook/02_loading-image-data.mp4 7.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/03_an-aside-on-optimization-one-dimensional-objectives/03_maximizing-a-1d-function-a-worked-example.mp4 7.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/01_regression-fundamentals/04_regression-fundamentals-the-task.mp4 7.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/04_computing-the-least-squares-d-dimensional-curve/01_computing-the-gradient-of-rss.mp4 7.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/01_overfitting-in-decision-trees/02_a-review-of-overfitting.mp4 7.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/04_summary-and-whats-ahead-in-the-specialization/02_thank-you.mp4 7.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/03_understanding-why-stochastic-gradient-works/02_convergence-paths.mp4 7.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/04_very-optional-lesson-deriving-gradient-of-logistic-regression/02_very-optional-expressing-the-log-likelihood.mp4 7.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/03_using-the-learned-decision-tree/02_multiclass-classification-with-decision-trees.mp4 7.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/05_summarizing-learning-linear-classifiers/01_recap-of-learning-logistic-regression-classifiers.mp4 7.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/01_introduction-to-latent-dirichlet-allocation/01_slides-presented-in-this-module_LDA-annotated.pdf 7.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/01_characteristics-of-overfit-models/02_symptoms-of-overfitting-in-polynomial-regression.mp4 6.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/01_classification-modeling/01_slides-presented-in-this-module_classification-annotated.pdf 6.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/01_feature-selection-via-explicit-model-enumeration/04_complexity-of-all-subsets.mp4 6.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/01_defining-how-we-assess-performance/01_slides-presented-in-this-module_week3_assessingperformance-annotated.pdf 6.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/01_introduction-to-nearest-neighbor-search-and-algorithms/03_1-nn-algorithm.mp4 6.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/08_boosting/02_adaboost/05_normalizing-weights.mp4 6.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/02_deep-learning-deep-features/04_other-examples-of-deep-learning-in-computer-vision.mp4 6.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/02_evaluating-regression-models/03_adding-other-features.mp4 6.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/05_k-nn-and-kernel-regression-wrapup/03_k-nn-for-classification.mp4 6.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/07_summarizing-nearest-neighbor-search/01_a-brief-recap.mp4 6.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/04_clustering-and-similarity-retrieving-documents/01_algorithms-for-retrieval-and-measuring-similarity-of-documents/03_what-is-the-document-retrieval-task.mp4 6.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/01_welcome-to-the-course/02_slides-presented-in-this-module_intro.pdf 6.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/01_why-you-should-learn-machine-learning-with-us/02_slides-presented-in-this-module_intro.pdf 6.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/05_finding-the-least-squares-line/06_comparing-the-approaches.mp4 6.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/04_analyzing-sentiment-jupyter-notebook/03_creating-the-word-count-vector.mp4 6.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/07_handling-missing-data/03_summarizing-handling-missing-data/01_recap-of-handling-missing-data.mp4 6.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/04_predicting-house-prices-jupyter-notebook/03_splitting-the-data-into-training-and-test-sets.mp4 6.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/04_predicting-house-prices-jupyter-notebook/05_evaluating-error-rmse-of-the-simple-model.mp4 6.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/02_gradient-ascent-algorithm-for-learning-logistic-regression-classifier/05_summary-of-gradient-ascent-for-logistic-regression.mp4 6.2 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/02_3-measures-of-loss-and-their-trends-with-model-complexity/04_defining-overfitting.mp4 6.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/02_3-measures-of-loss-and-their-trends-with-model-complexity/05_training-test-split.mp4 6.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/04_stochastic-gradient-practical-tricks/03_don-t-trust-last-coefficients.mp4 6.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/04_scaling-up-k-nn-search-using-kd-trees/01_complexity-of-brute-force-search.mp4 5.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/06_feature-selection-lasso/05_optimizing-the-lasso-objective/03_coordinate-descent-for-lasso-unnormalized-features.mp4 5.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/01_intuition-behind-decision-trees/03_intuition-behind-decision-trees.mp4 5.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/10_scaling-to-huge-datasets-online-learning/04_stochastic-gradient-practical-tricks/01_shuffle-data-before-running-stochastic-gradient.mp4 5.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/04_performance-metrics-for-recommender-systems/02_optimal-recommenders.mp4 5.9 MB
[TutsNode.net] - Machine Learning Specialization/unsupervised-learning-recommenders-reinforcement-learning/03_reinforcement-learning/01_reinforcement-learning-introduction/04_making-decisions-policies-in-reinforcement-learning.mp4 5.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/08_closing-remarks/02_summary-and-whats-ahead-in-the-specialization/02_thank-you.mp4 5.8 MB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/02_linear-classifiers-logistic-regression/02_class-probabilities/01_predicting-class-probabilities.mp4 5.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/04_computing-the-least-squares-d-dimensional-curve/04_approach-2-gradient-descent.mp4 5.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/02_the-ridge-objective/03_how-ridge-regression-balances-bias-and-variance.mp4 5.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/05_ridge-regression/04_tying-up-the-loose-ends/04_a-brief-recap.mp4 5.2 MB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/09_precision-recall/04_summarizing-precision-recall/01_recap-of-precision-recall.mp4 5.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/05_mixed-membership-modeling-via-latent-dirichlet-allocation/04_summarizing-latent-dirichlet-allocation/01_a-brief-recap.mp4 5.1 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/06_programming-assignment-2/01_implementing-locality-sensitive-hashing-from-scratch_people_wiki_map_index_to_word.json.zip 5.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/03_programming-assignment-1/01_choosing-features-and-metrics-for-nearest-neighbor-search_people_wiki_map_index_to_word.json.zip 5.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/03_programming-assignment/01_clustering-text-data-with-k-means_people_wiki_map_index_to_word.json.zip 5.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/03_programming-assignment/01_modeling-text-data-with-a-hierarchy-of-clusters_people_wiki_map_index_to_word.json.zip 5.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/04_assessing-performance/05_putting-the-pieces-together/02_a-brief-recap.mp4 5.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/04_very-optional-lesson-deriving-gradient-of-logistic-regression/03_very-optional-deriving-probability-y-1-given-x.mp4 5.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/01_welcome/01_what-is-this-course-about/03_welcome.mp4 4.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/06_preventing-overfitting-in-decision-trees/04_summarizing-preventing-overfitting-in-decision-trees/01_recap-of-overfitting-and-regularization-in-decision-trees.mp4 4.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/03_using-the-learned-decision-tree/01_making-predictions-with-decision-trees.mp4 4.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/05_deep-features-for-image-retrieval-jupyter-notebook/03_creating-a-nearest-neighbors-model-for-image-retrieval.mp4 4.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/05_k-nn-and-kernel-regression-wrapup/04_a-brief-recap.mp4 4.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/05_programming-assignment/01_predicting-house-prices-assignment_house_images.zip 4.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/04_predicting-house-prices-jupyter-notebook/01_download-the-jupyter-notebook-used-in-this-lesson-to-follow-along_house_images.zip 4.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/06_deep-learning-searching-for-images/05_deep-features-for-image-retrieval-jupyter-notebook/05_querying-for-the-most-similar-images-for-car-image.mp4 4.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/01_welcome-to-the-course/03_welcome-to-the-classification-course-a-part-of-the-machine-learning.mp4 4.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/05_recommending-products/01_recommender-systems/02_recommender-systems-overview.mp4 4.6 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/07_nearest-neighbors-kernel-regression/01_motivating-local-fits/01_slides-presented-in-this-module_week6_NNkernelregression-annotated.pdf 4.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/06_discussion-and-summary-of-simple-linear-regression/06_a-brief-recap.mp4 4.5 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/02_who-this-specialization-is-for-and-what-you-will-be-able-to-do/03_what-you-ll-be-able-to-do.mp4 4.4 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/05_summarizing-mixture-models/01_a-brief-recap.mp4 4.4 MB
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[TutsNode.net] - Machine Learning Specialization/ml-regression/03_multiple-regression/05_summarizing-multiple-regression/01_a-brief-recap.mp4 3.9 MB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/02_regression-predicting-house-prices/01_linear-regression-modeling/02_predicting-house-prices-a-case-study-in-regression.mp4 3.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-regression/02_simple-linear-regression/01_regression-fundamentals/02_a-case-study-in-predicting-house-prices.mp4 3.8 MB
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[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/06_hierarchical-clustering-closing-remarks/03_programming-assignment/01_modeling-text-data-with-a-hierarchy-of-clusters_people_wiki_map_index_to_word.gl.zip 3.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/03_programming-assignment-1/01_choosing-features-and-metrics-for-nearest-neighbor-search_people_wiki_map_index_to_word.gl.zip 3.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/02_nearest-neighbor-search/06_programming-assignment-2/01_implementing-locality-sensitive-hashing-from-scratch_people_wiki_map_index_to_word.gl.zip 3.7 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/03_clustering-with-k-means/03_programming-assignment/01_clustering-text-data-with-k-means_people_wiki_map_index_to_word.gl.zip 3.7 MB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/05_summarizing-decision-trees/01_recap-of-decision-trees.mp4 3.4 MB
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[TutsNode.net] - Machine Learning Specialization/ml-foundations/01_welcome/01_why-you-should-learn-machine-learning-with-us/03_welcome-to-this-course-and-specialization.mp4 3.3 MB
[TutsNode.net] - Machine Learning Specialization/ml-clustering-and-retrieval/04_mixture-models/07_programming-assignment-2/01_clustering-text-data-with-gaussian-mixtures_4_tf_idf.npz.zip 3.2 MB
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[TutsNode.net] - Machine Learning Specialization/ml-classification/03_learning-linear-classifiers/01_maximum-likelihood-estimation/01_slides-presented-in-this-module_logistic-regression-learning-annotated.pdf 3.0 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/03_classification-analyzing-sentiment/01_classification-modeling/02_analyzing-the-sentiment-of-reviews-a-case-study-in-classification.mp4 2.9 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/05_decision-trees/01_intuition-behind-decision-trees/01_slides-presented-in-this-module_decision-trees-annotated.pdf 2.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-foundations/07_closing-remarks/01_deploying-machine-learning-as-a-service/02_you-ve-made-it.mp4 2.8 MB
[TutsNode.net] - Machine Learning Specialization/ml-classification/01_welcome/02_course-overview-and-details/05_lets-get-started.mp4 2.8 MB
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