Pluralsight Path. Machine Learning Literacy (2021)

Creation Time	Dec. 18, 2023, 3:36 p.m.
Last Access Time	Nov. 25, 2024, 11:32 p.m.
File Size	1.7 GB
Keywords	Pluralsight Machine 2021 Learning Path Literacy
Total Requests	129
Total Files	523
Magnet Link	Please wait ...
	Download (Magnet Link) Play (Watch Online)

A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/09. Demo - Deploying and Testing the Model - Part 1.mp4 18.6 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/09. Demo - Agglomerative Clustering.mp4 18.2 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/09. Demo - Monitoring Deployed Models Using Stackdriver.mp4 18.0 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/2. Feature Correlations.mp4 17.3 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/08. Demo - Distributed Training Using the SageMaker Tensor Flow Estimator.mp4 17.3 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/7. Feature Selection Using Wrapper Methods.mp4 16.2 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/03. Demo - Serializing and Deserializing Models Using JSON.mp4 16.0 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/10. Demo - Deploying and Testing the Model - Part 2.mp4 15.8 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/08. Demo - Clustering Using Labeled Data.mp4 15.6 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/07. Demo - Tensor Flow Script for Distributed Training.mp4 15.6 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/07. Label Encoding and One-hot Encoding.mp4 15.2 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/03. Demo - Linear Regression Using Numeric Features.mp4 15.2 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/09. Clustering Using K-means.mp4 15.1 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/03. Cleaning Data.mp4 15.0 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/06. Univariate Feature Imputation Using the Simple Imputer.mp4 15.0 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/05. Building a Regression Model.mp4 14.9 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/09. Demo - Deploying the Model for Predictions.mp4 14.7 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/05. Demo - Creating a SageMaker Notebook Instance.mp4 14.6 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/7. Building Ensemble Solutions and Neural Network Solutions/6. Regression Using Neural Networks.mp4 14.3 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/06. Demo - Descriptive Stats - Part One.mp4 14.1 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/6. Univariate Feature Selection Using Chi2 and ANOVA.mp4 14.1 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/4. Deploying Machine Learning Models to Serverless Cloud Environments/5. Demo - Deploying a Model to Google Cloud Functions.mp4 13.5 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/07. Demo - Building Classification Models Using Multiple Techniques.mp4 13.2 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/11. Dimensionality Reduction Using Manifold Learning.mp4 13.2 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/09. Demo - Deploying a Model for Prediction Using Flask.mp4 13.1 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/5. Features Selection Using Missing Values Threshold and Variance Threshold.mp4 13.1 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/3. Choosing the Right Machine Learning Problem/3. Supervised and Unsupervised Learning.mp4 13.1 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/02. Handling Missing Values.mp4 12.9 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/09. Demo - Performing Multiclass Classification on Text Data.mp4 12.8 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/04. Univariant Numerical Analysis.mp4 12.5 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/05. Demo - Scheduling an Evaluation Job to Sample Prediction Instances.mp4 12.3 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/exercise.7z 12.3 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/04. Normalizing and Binarizing Features.mp4 12.2 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/07. Multivariate Feature Imputation Using the Iterative Imputer.mp4 12.1 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/05. Demo - Checkpointing Models and Resuming Training from a Checkpoint.mp4 11.9 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/04. Demo - Building and Training a Binary Classification Model.mp4 11.9 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/09. Demo - Data Visualization - Part One.mp4 11.7 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/06. Demo - Serializing Pre-processors and Models.mp4 11.4 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/7. Building Ensemble Solutions and Neural Network Solutions/2. Classification Using Hard Voting and Soft Voting.mp4 11.3 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/03. Rule-based vs. ML-based Learning.mp4 11.3 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/5. Learning Types.mp4 11.3 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/4. Deploying Machine Learning Models to Serverless Cloud Environments/4. Demo - Uploading Pickle Files to Cloud Storage.mp4 11.3 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/03. Data Scaling - The Problem.mp4 11.2 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/3. Choosing the Right Machine Learning Problem/4. Reinforcement Learning.mp4 10.9 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/08. Demo - Invoking the Predictions API Using cURL.mp4 10.7 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/08. Data Visualization.mp4 10.6 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/04. Simple Regression Using Analytical and Machine Learning Techniques.mp4 10.6 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/04. Demo - Using Pickle and Joblib to Serialize and Deserialize Models.mp4 10.6 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/07. Classification Using Logistic Regression.mp4 10.5 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/09. Demo - Multiple Types of Regression.mp4 10.5 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/04. Demo - Creating a Model and a Version.mp4 10.4 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/10. Demo - Data Visualization - Part Two.mp4 10.4 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/04. New Realities of Deployed Models.mp4 10.4 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/3. Using the Correlation Matrix to Detect Multi-collinearity.mp4 10.4 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/07. Demo - Performing K-means Clustering on Unlabeled Data.mp4 10.2 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/10. Demo - Auditing and Compliance Using Cloud Trail.mp4 10.2 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/03. A Case Study - Sentiment Analysis.mp4 10.1 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/6. Designing Machine Learning Workflows/4. Ensemble Learning.mp4 10.1 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/05. Insufficient Data.mp4 10.0 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/07. Demo - Descriptive Stats - Part Two.mp4 10.0 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/05. Rule Based vs. ML Based Analysis.mp4 10.0 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/3. Choosing the Right Machine Learning Problem/2. Choosing the Right Machine Learning Problem.mp4 9.9 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/7. Building Ensemble Solutions and Neural Network Solutions/4. Regression Using Bagging and Pasting.mp4 9.8 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/02. Introducing the Google AI Platform.mp4 9.8 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/03. Scoping Your Focus.mp4 9.7 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/06. Training-serving Skew.mp4 9.6 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/6. Machine Learning Pipeline.mp4 9.5 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/4. Deploying Machine Learning Models to Serverless Cloud Environments/6. Demo - Performing Predictions Using Cloud Functions.mp4 9.5 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/07. Concept Drift.mp4 9.4 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/03. Scaling and Standardizing Features.mp4 9.3 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/10. Dimensionality Reduction Using Principal Component Analysis.mp4 9.3 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/7. Building Ensemble Solutions and Neural Network Solutions/5. Regression Using Gradient Boosting.mp4 9.0 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/08. Clustering Models.mp4 9.0 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/05. Demo - Preprocessing Numeric and Categorical Data and Fitting a Regression Model.mp4 8.9 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/3. Feeding Your Machine Learning Pipeline/6. Demo - Loading Data into Pandas.mp4 8.9 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/06. Choosing the Right Model Based on Data.mp4 8.7 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/09. The Curse of Dimensionality.mp4 8.6 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/06. Variance Bias Tradeoff.mp4 8.6 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/09. Demo - Data Segregation Techniques.mp4 8.5 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/08. Deep Learning and Neural Networks.mp4 8.5 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/04. Visualizing Relationships.mp4 8.4 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/08. Transfer Learning, Cold Start ML and Warm Start ML.mp4 8.4 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/03. Understanding Logistic Regression Intuitively.mp4 8.4 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/04. Demo - Exploring Regression Data.mp4 8.4 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/6. Designing Machine Learning Workflows/3. Case Study - PyTorch on the Cloud.mp4 8.3 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/8. Introducing Google Collaboratory.mp4 8.3 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/06. Understanding Decision Tree and Naive Bayes Classification.mp4 8.3 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/3. Feeding Your Machine Learning Pipeline/3. Understanding Data Sourcing.mp4 8.3 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/09. Dealing with Outliers.mp4 8.2 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/04. Evaluating Regression Models.mp4 8.1 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/02. Numeric Data.mp4 8.0 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/4. Deploying Machine Learning Models to Serverless Cloud Environments/3. Demo - Serializing Classification Models.mp4 8.0 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/05. Bivariant Numerical Analysis.mp4 7.9 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/09. Feature Imputation as a Part of an Machine Learning Pipeline.mp4 7.9 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/02. Building and Evaluating Regression Models.mp4 7.8 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/06. Exploring the Classification Dataset.mp4 7.8 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/5. Understanding Feature Selection/2. The Curse of Dimensionality.mp4 7.8 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/07. Supervised vs. Unsupervised Learning.mp4 7.8 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/8. Feature Selection Using Embedded Methods.mp4 7.7 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/5. Understanding Feature Selection/6. Embedded Methods.mp4 7.6 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/08. Dealing with Missing Data.mp4 7.6 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/4. Deploying Machine Learning Models to Serverless Cloud Environments/2. Event-driven Serverless Compute.mp4 7.5 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/09. Discretization of Continuous Values Using the KBins Discretizer.mp4 7.4 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/06. Numeric Encoding of Categorical Data.mp4 7.3 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/10. Oversampling and Undersampling to Balance Datasets.mp4 7.1 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/03. Demo - Getting Started with Cloud AI Platform.mp4 7.1 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/06. Traditional Machine Learning Systems.mp4 6.8 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/04. Introducing Derivatives.mp4 6.8 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/08. Classification Using Decision Trees.mp4 6.8 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/6. Designing Machine Learning Workflows/2. The Machine Learning Workflow.mp4 6.7 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/10. Building a Regression Model with Discretized Data.mp4 6.7 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/3. Choosing the Right Machine Learning Problem/5. Recommendation Systems.mp4 6.7 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/10. Traditional ML Algorithms and Neural Network Design.mp4 6.7 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/03. Choosing Regression Algorithms.mp4 6.6 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/02. Types of Classifiers.mp4 6.6 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/05. Overfitting.mp4 6.6 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/4. Using Variance Inflation Factor to Detect Multi-collinearity.mp4 6.6 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/3. Feeding Your Machine Learning Pipeline/5. Understanding SciPy.mp4 6.5 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/02. Clustering as an Unsupervised Learning Technique.mp4 6.5 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/08. Discretization of Continuous Values Using Pandas Cut.mp4 6.5 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/7. What Is Next/4. Automated ML.mp4 6.5 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/07. Evaluating Classifiers.mp4 6.4 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/7. Building Ensemble Solutions and Neural Network Solutions/3. Exploring and Preprocessing the Regression Dataset.mp4 6.4 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/5. Understanding Feature Selection/5. Filter Methods.mp4 6.4 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/06. Too Much Data.mp4 6.3 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/05. Understanding Support Vector and Nearest Neighbors Classification.mp4 6.3 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/03. Choosing Clustering Algorithms.mp4 6.3 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/07. Demo - Model Predictions Using the gcloud Command Line Utility.mp4 6.2 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/04. The Need for Data Preparation.mp4 6.1 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/07. Regularized Regression Models - Lasso, Ridge, and Elastic Net.mp4 6.1 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/05. Types of Classification.mp4 6.0 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/06. Demo - Testing the Deployed Model Using the Web Console.mp4 6.0 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/05. The Need for Data Segregation.mp4 5.9 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/3. On Machine Learning.mp4 5.9 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/04. Traditional ML vs. Representation ML.mp4 5.9 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/6. Designing Machine Learning Workflows/6. Custom Neural Networks - Their Characteristics and Applications.mp4 5.8 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/03. Exploring the Regression Dataset.mp4 5.8 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/06. Demo - Getting Started with SageMaker for Distributed Training.mp4 5.8 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/06. Hierarchical Clustering.mp4 5.7 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/08. Demo - Using Warm Start with an Ensemble Classifier.mp4 5.7 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/04. Deploying a Model on SageMaker.mp4 5.6 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/exercise.7z 5.6 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/5. Understanding Feature Selection/4. Feature Selection to Reduce Dimensions.mp4 5.6 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/03. Introducing Data Analysis.mp4 5.5 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/05. Linear Regression.mp4 5.5 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/09. Popular Machine Learning Frameworks.mp4 5.4 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/exercise.7z 5.4 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/07. KFlod Cross Validation.mp4 5.3 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/03. The Classic Machine Learning Workflow.mp4 5.1 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/05. The Machine Learning Workflow.mp4 5.1 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/06. Train Test Split.mp4 5.0 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/02. Serializing Model Parameters.mp4 5.0 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/09. Traditional ML vs. Deep Learning.mp4 4.9 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/05. Categorical Data.mp4 4.9 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/04. Categorizing Clustering Algorithms.mp4 4.8 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/5. Understanding Feature Selection/3. Reducing Complexity in Data.mp4 4.7 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/7. Problem Definition.mp4 4.7 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/05. Multiple Regression Using Analytical and Machine Learning Techniques.mp4 4.7 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/06. Choosing Classification Algorithms.mp4 4.7 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/1. Course Overview/1. Course Overview.mp4 4.5 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/08. Model Evaluation.mp4 4.3 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/04. Data Scaling - The Solution.mp4 4.3 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/03. Training a Model on SageMaker.mp4 4.3 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/06. Choosing Regression Algorithms.mp4 4.3 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/11. Overfitting and Underfitting.mp4 4.2 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/10. Dimensionality Reduction Techniques.mp4 4.2 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/7. What Is Next/6. Team Data Science Process.mp4 4.2 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/05. K-means Clustering.mp4 4.2 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/07. Demo - Serializing Pipelines.mp4 4.0 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/4. What Is Different About Machine Learning.mp4 4.0 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/01. Module Overview.mp4 4.0 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/08. Missing Value Indicator.mp4 4.0 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 4.0 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/07. Representation Machine Learning Systems.mp4 3.8 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/09. Deploying Machine Learning Models.mp4 3.7 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/7. What Is Next/7. Summary.mp4 3.7 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/10. Demo - Getting Started with scikit-learn.mp4 3.7 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/6. Designing Machine Learning Workflows/5. Averaging and Boosting, Voting and Stacking.mp4 3.7 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/02. Introducing Amazon SageMaker.mp4 3.7 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/08. Welcoming scikit-learn.mp4 3.7 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/08. Concerted Adversaries.mp4 3.7 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/08. Stochastic Gradient Descent.mp4 3.6 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/04. Sentiment Analysis as a Binary Classification Problem.mp4 3.6 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/02. Install and Set Up.mp4 3.6 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/07. Non-representative Data, Missing Values, Outliers, Duplicates.mp4 3.5 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/02. Regression Models.mp4 3.4 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 3.3 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 3.2 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 3.2 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/08. Using Flask for Model Deployment.mp4 3.2 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/07. Other Regression Algorithms.mp4 3.2 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/exercise.7z 3.0 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/7. What Is Next/2. Handling Features.mp4 2.9 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/01. Module Overview.mp4 2.9 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/11. Summary.mp4 2.9 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/02. Revisting ML Pipeline.mp4 2.8 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/7. What Is Next/5. Operationalization.mp4 2.6 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/7. Building Ensemble Solutions and Neural Network Solutions/7. Summary and Further Study.mp4 2.6 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/11. Summary and Further Study.mp4 2.5 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/02. Prerequisites and Course Outline.mp4 2.5 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/01. Module Overview.mp4 2.3 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/03. Prerequisites and Course Outline.mp4 2.3 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/10. Module Summary.mp4 2.3 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/11. Module Summary.mp4 2.2 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/10. Module Summary.mp4 2.2 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/3. Choosing the Right Machine Learning Problem/6. Module Summary.mp4 2.2 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/01. Module Overview.mp4 2.2 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/4. Deploying Machine Learning Models to Serverless Cloud Environments/1. Module Overview.mp4 2.1 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/7. What Is Next/3. Model Improvement.mp4 2.1 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/12. Module Summary.mp4 2.1 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/02. Revisiting ML Pipeline.mp4 2.1 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/10. Summary and Further Study.mp4 2.1 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/12. Module Summary.mp4 2.1 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/11. Module Summary.mp4 2.1 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/01. Module Overview.mp4 2.1 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/10. Module Summary.mp4 2.1 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/10. Module Summary.mp4 2.1 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/5. Understanding Feature Selection/7. Module Summary.mp4 2.0 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/01. Module Overview.mp4 2.0 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/01. Module Overview.mp4 2.0 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/01. Module Overview.mp4 2.0 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/9. Module Summary.mp4 2.0 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/6. Designing Machine Learning Workflows/7. Module Summary.mp4 2.0 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/3. Choosing the Right Machine Learning Problem/1. Module Overview.mp4 2.0 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/3. Feeding Your Machine Learning Pipeline/4. CSV Format.mp4 1.9 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/02. Module Overview.mp4 1.9 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/10. Module Summary.mp4 1.9 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/1. Overview.mp4 1.9 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/01. Module Overview.mp4 1.9 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/01. Module Overview.mp4 1.9 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/01. Overview.mp4 1.9 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/11. Module Summary.mp4 1.9 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/4. Deploying Machine Learning Models to Serverless Cloud Environments/7. Module Summary.mp4 1.9 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/01. Module Overview.mp4 1.8 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/1. Module Overview.mp4 1.8 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/02. Prerequisites and Course Outline.mp4 1.8 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/01. Module Overview.mp4 1.8 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/5. Understanding Feature Selection/1. Module Overview.mp4 1.8 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/11. Module Summary.mp4 1.8 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/01. Module Overview.mp4 1.8 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/6. Designing Machine Learning Workflows/1. Module Overview.mp4 1.8 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/exercise.7z 1.8 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/7. What Is Next/1. Overview.mp4 1.7 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/02. Revisiting ML Pipeline.mp4 1.7 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/7. Building Ensemble Solutions and Neural Network Solutions/1. Module Overview.mp4 1.7 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/10. Summary.mp4 1.7 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/02. Prerequisites and Course Outline.mp4 1.7 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/10. Module Summary.mp4 1.7 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/01. Overview.mp4 1.5 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/3. Feeding Your Machine Learning Pipeline/2. Revisiting ML Pipeline.mp4 1.5 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/2. What to Expect.mp4 1.5 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/3. Feeding Your Machine Learning Pipeline/1. Overview.mp4 1.4 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/01. Overview.mp4 1.4 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/9. Summary.mp4 1.2 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/3. Feeding Your Machine Learning Pipeline/7. Summary.mp4 1.1 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/11. Summary.mp4 1021.4 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/01. Version Check.mp4 552.0 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/1. Course Overview/2. Version Check.mp4 550.5 KB
scr.png 121.4 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/04. Univariant Numerical Analysis.vtt 13.1 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/2. Feature Correlations.vtt 12.1 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/03. Rule-based vs. ML-based Learning.vtt 11.8 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/07. Label Encoding and One-hot Encoding.vtt 11.6 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/03. Cleaning Data.vtt 11.5 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/05. Building a Regression Model.vtt 11.5 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/03. Demo - Linear Regression Using Numeric Features.vtt 11.5 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/7. Building Ensemble Solutions and Neural Network Solutions/6. Regression Using Neural Networks.vtt 11.4 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/09. Demo - Agglomerative Clustering.vtt 11.3 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/08. Demo - Clustering Using Labeled Data.vtt 11.2 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/3. Choosing the Right Machine Learning Problem/3. Supervised and Unsupervised Learning.vtt 11.1 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/7. Feature Selection Using Wrapper Methods.vtt 10.9 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/03. A Case Study - Sentiment Analysis.vtt 10.8 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/6. Univariate Feature Selection Using Chi2 and ANOVA.vtt 10.6 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/06. Univariate Feature Imputation Using the Simple Imputer.vtt 10.6 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/02. Handling Missing Values.vtt 10.6 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/03. Demo - Serializing and Deserializing Models Using JSON.vtt 10.5 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/09. Clustering Using K-means.vtt 10.5 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/3. Choosing the Right Machine Learning Problem/2. Choosing the Right Machine Learning Problem.vtt 10.4 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/5. Learning Types.vtt 10.4 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/05. Rule Based vs. ML Based Analysis.vtt 10.3 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/05. Insufficient Data.vtt 10.2 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/04. New Realities of Deployed Models.vtt 10.2 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/6. Designing Machine Learning Workflows/4. Ensemble Learning.vtt 10.1 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/09. Demo - Monitoring Deployed Models Using Stackdriver.vtt 10.1 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/4. Deploying Machine Learning Models to Serverless Cloud Environments/5. Demo - Deploying a Model to Google Cloud Functions.vtt 10.1 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/02. Introducing the Google AI Platform.vtt 10.1 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/08. Data Visualization.vtt 9.9 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/3. Choosing the Right Machine Learning Problem/4. Reinforcement Learning.vtt 9.9 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/5. Features Selection Using Missing Values Threshold and Variance Threshold.vtt 9.8 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/6. Designing Machine Learning Workflows/3. Case Study - PyTorch on the Cloud.vtt 9.7 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/07. Demo - Building Classification Models Using Multiple Techniques.vtt 9.6 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/6. Machine Learning Pipeline.vtt 9.4 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/03. Data Scaling - The Problem.vtt 9.3 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/08. Demo - Distributed Training Using the SageMaker Tensor Flow Estimator.vtt 9.3 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/09. Demo - Deploying a Model for Prediction Using Flask.vtt 9.2 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/07. Concept Drift.vtt 9.2 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/07. Multivariate Feature Imputation Using the Iterative Imputer.vtt 9.0 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/04. Normalizing and Binarizing Features.vtt 9.0 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/06. Choosing the Right Model Based on Data.vtt 8.9 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/05. Demo - Checkpointing Models and Resuming Training from a Checkpoint.vtt 8.8 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/09. Dealing with Outliers.vtt 8.7 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/06. Understanding Decision Tree and Naive Bayes Classification.vtt 8.7 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/06. Training-serving Skew.vtt 8.7 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/08. Dealing with Missing Data.vtt 8.6 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/06. Demo - Serializing Pre-processors and Models.vtt 8.6 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/07. Demo - Tensor Flow Script for Distributed Training.vtt 8.6 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/09. Demo - Performing Multiclass Classification on Text Data.vtt 8.5 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/03. Understanding Logistic Regression Intuitively.vtt 8.4 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/05. Demo - Creating a SageMaker Notebook Instance.vtt 8.4 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/09. The Curse of Dimensionality.vtt 8.4 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/06. Variance Bias Tradeoff.vtt 8.3 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/08. Transfer Learning, Cold Start ML and Warm Start ML.vtt 8.2 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/05. Bivariant Numerical Analysis.vtt 8.2 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/02. Numeric Data.vtt 8.1 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/08. Clustering Models.vtt 8.0 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/09. Demo - Deploying the Model for Predictions.vtt 8.0 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/11. Dimensionality Reduction Using Manifold Learning.vtt 7.9 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/07. Demo - Performing K-means Clustering on Unlabeled Data.vtt 7.9 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/7. Building Ensemble Solutions and Neural Network Solutions/2. Classification Using Hard Voting and Soft Voting.vtt 7.9 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/02. Building and Evaluating Regression Models.vtt 7.9 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/05. Demo - Scheduling an Evaluation Job to Sample Prediction Instances.vtt 7.9 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/3. Feeding Your Machine Learning Pipeline/3. Understanding Data Sourcing.vtt 7.9 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/09. Demo - Multiple Types of Regression.vtt 7.8 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/4. Deploying Machine Learning Models to Serverless Cloud Environments/2. Event-driven Serverless Compute.vtt 7.7 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/04. Evaluating Regression Models.vtt 7.7 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/04. Demo - Building and Training a Binary Classification Model.vtt 7.7 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/09. Demo - Deploying and Testing the Model - Part 1.vtt 7.6 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/5. Understanding Feature Selection/6. Embedded Methods.vtt 7.5 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/3. Using the Correlation Matrix to Detect Multi-collinearity.vtt 7.4 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/04. Simple Regression Using Analytical and Machine Learning Techniques.vtt 7.4 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/5. Understanding Feature Selection/2. The Curse of Dimensionality.vtt 7.4 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/04. Demo - Using Pickle and Joblib to Serialize and Deserialize Models.vtt 7.4 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/04. Demo - Creating a Model and a Version.vtt 7.3 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/07. Supervised vs. Unsupervised Learning.vtt 7.3 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/03. Scoping Your Focus.vtt 7.3 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/10. Traditional ML Algorithms and Neural Network Design.vtt 7.2 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/08. Deep Learning and Neural Networks.vtt 7.1 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/06. Traditional Machine Learning Systems.vtt 7.1 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/06. Numeric Encoding of Categorical Data.vtt 7.0 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/04. The Need for Data Preparation.vtt 7.0 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/10. Demo - Deploying and Testing the Model - Part 2.vtt 6.9 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/05. Overfitting.vtt 6.9 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/3. Feeding Your Machine Learning Pipeline/5. Understanding SciPy.vtt 6.9 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/4. Deploying Machine Learning Models to Serverless Cloud Environments/4. Demo - Uploading Pickle Files to Cloud Storage.vtt 6.9 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/6. Designing Machine Learning Workflows/2. The Machine Learning Workflow.vtt 6.8 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/10. Dimensionality Reduction Using Principal Component Analysis.vtt 6.8 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/03. Scaling and Standardizing Features.vtt 6.8 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/08. Demo - Invoking the Predictions API Using cURL.vtt 6.8 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/05. Understanding Support Vector and Nearest Neighbors Classification.vtt 6.7 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/06. Demo - Descriptive Stats - Part One.vtt 6.7 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/5. Understanding Feature Selection/5. Filter Methods.vtt 6.7 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/03. Choosing Regression Algorithms.vtt 6.7 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/02. Types of Classifiers.vtt 6.6 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/7. Building Ensemble Solutions and Neural Network Solutions/4. Regression Using Bagging and Pasting.vtt 6.5 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/07. Classification Using Logistic Regression.vtt 6.5 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/07. Regularized Regression Models - Lasso, Ridge, and Elastic Net.vtt 6.5 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/04. Demo - Exploring Regression Data.vtt 6.4 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/10. Oversampling and Undersampling to Balance Datasets.vtt 6.3 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/07. Evaluating Classifiers.vtt 6.3 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/05. Demo - Preprocessing Numeric and Categorical Data and Fitting a Regression Model.vtt 6.3 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/04. Visualizing Relationships.vtt 6.2 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/7. Building Ensemble Solutions and Neural Network Solutions/5. Regression Using Gradient Boosting.vtt 6.2 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/04. Introducing Derivatives.vtt 6.2 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/10. Demo - Auditing and Compliance Using Cloud Trail.vtt 6.1 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/05. The Need for Data Segregation.vtt 6.1 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/8. Feature Selection Using Embedded Methods.vtt 6.0 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/03. Choosing Clustering Algorithms.vtt 6.0 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/4. Deploying Machine Learning Models to Serverless Cloud Environments/6. Demo - Performing Predictions Using Cloud Functions.vtt 6.0 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/06. Too Much Data.vtt 6.0 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/3. On Machine Learning.vtt 5.9 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/7. What Is Next/4. Automated ML.vtt 5.9 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/5. Understanding Feature Selection/4. Feature Selection to Reduce Dimensions.vtt 5.8 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/6. Designing Machine Learning Workflows/6. Custom Neural Networks - Their Characteristics and Applications.vtt 5.8 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/04. Traditional ML vs. Representation ML.vtt 5.8 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/09. Feature Imputation as a Part of an Machine Learning Pipeline.vtt 5.8 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/3. Choosing the Right Machine Learning Problem/5. Recommendation Systems.vtt 5.7 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/05. Types of Classification.vtt 5.6 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/06. Hierarchical Clustering.vtt 5.6 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/02. Serializing Model Parameters.vtt 5.5 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/09. Discretization of Continuous Values Using the KBins Discretizer.vtt 5.4 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/5. Understanding Feature Selection/3. Reducing Complexity in Data.vtt 5.3 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/10. Building a Regression Model with Discretized Data.vtt 5.3 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/06. Choosing Classification Algorithms.vtt 5.3 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/05. Linear Regression.vtt 5.2 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/4. Deploying Machine Learning Models to Serverless Cloud Environments/3. Demo - Serializing Classification Models.vtt 5.2 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/09. Popular Machine Learning Frameworks.vtt 5.2 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/06. Train Test Split.vtt 5.1 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/03. Introducing Data Analysis.vtt 5.1 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/07. KFlod Cross Validation.vtt 5.0 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/06. Exploring the Classification Dataset.vtt 5.0 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/03. The Classic Machine Learning Workflow.vtt 5.0 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/11. Overfitting and Underfitting.vtt 4.9 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/7. Building Ensemble Solutions and Neural Network Solutions/3. Exploring and Preprocessing the Regression Dataset.vtt 4.9 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/04. Deploying a Model on SageMaker.vtt 4.8 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/05. Categorical Data.vtt 4.8 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/4. Using Variance Inflation Factor to Detect Multi-collinearity.vtt 4.8 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/09. Traditional ML vs. Deep Learning.vtt 4.8 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/playlist.m3u 4.8 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/05. The Machine Learning Workflow.vtt 4.7 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/04. Categorizing Clustering Algorithms.vtt 4.7 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/08. Classification Using Decision Trees.vtt 4.7 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/3. Feeding Your Machine Learning Pipeline/6. Demo - Loading Data into Pandas.vtt 4.7 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/08. Discretization of Continuous Values Using Pandas Cut.vtt 4.7 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/08. Model Evaluation.vtt 4.6 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/playlist.m3u 4.6 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/09. Demo - Data Visualization - Part One.vtt 4.6 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/02. Clustering as an Unsupervised Learning Technique.vtt 4.6 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/8. Introducing Google Collaboratory.vtt 4.6 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/03. Exploring the Regression Dataset.vtt 4.4 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/10. Dimensionality Reduction Techniques.vtt 4.4 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/07. Demo - Model Predictions Using the gcloud Command Line Utility.vtt 4.4 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/04. Data Scaling - The Solution.vtt 4.4 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/06. Demo - Getting Started with SageMaker for Distributed Training.vtt 4.3 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/06. Demo - Testing the Deployed Model Using the Web Console.vtt 4.2 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/05. K-means Clustering.vtt 4.2 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/06. Choosing Regression Algorithms.vtt 4.1 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/09. Demo - Data Segregation Techniques.vtt 4.1 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/03. Training a Model on SageMaker.vtt 4.1 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/playlist.m3u 4.0 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/08. Demo - Using Warm Start with an Ensemble Classifier.vtt 4.0 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/09. Deploying Machine Learning Models.vtt 3.9 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/playlist.m3u 3.9 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/01. Module Overview.vtt 3.8 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/4. What Is Different About Machine Learning.vtt 3.8 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/07. Non-representative Data, Missing Values, Outliers, Duplicates.vtt 3.8 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/02. Introducing Amazon SageMaker.vtt 3.7 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/07. Demo - Descriptive Stats - Part Two.vtt 3.7 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/07. Other Regression Algorithms.vtt 3.7 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/08. Using Flask for Model Deployment.vtt 3.7 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/03. Demo - Getting Started with Cloud AI Platform.vtt 3.6 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/08. Stochastic Gradient Descent.vtt 3.6 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/playlist.m3u 3.6 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/6. Designing Machine Learning Workflows/5. Averaging and Boosting, Voting and Stacking.vtt 3.5 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/04. Sentiment Analysis as a Binary Classification Problem.vtt 3.5 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/07. Representation Machine Learning Systems.vtt 3.4 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/08. Concerted Adversaries.vtt 3.4 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/08. Missing Value Indicator.vtt 3.3 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/02. Regression Models.vtt 3.3 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/08. Welcoming scikit-learn.vtt 3.3 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/7. What Is Next/7. Summary.vtt 3.3 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/11. Summary.vtt 3.2 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/10. Demo - Getting Started with scikit-learn.vtt 3.2 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/7. What Is Next/6. Team Data Science Process.vtt 3.1 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/10. Demo - Data Visualization - Part Two.vtt 3.1 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/07. Demo - Serializing Pipelines.vtt 3.1 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/01. Module Overview.vtt 3.1 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/02. Prerequisites and Course Outline.vtt 3.0 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/05. Multiple Regression Using Analytical and Machine Learning Techniques.vtt 3.0 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/7. What Is Next/2. Handling Features.vtt 3.0 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt 2.9 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/02. Install and Set Up.vtt 2.8 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt 2.8 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/03. Prerequisites and Course Outline.vtt 2.8 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/7. What Is Next/5. Operationalization.vtt 2.7 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/7. Building Ensemble Solutions and Neural Network Solutions/7. Summary and Further Study.vtt 2.7 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt 2.6 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/11. Summary and Further Study.vtt 2.6 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/5. Understanding Feature Selection/7. Module Summary.vtt 2.6 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/12. Module Summary.vtt 2.5 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/7. Problem Definition.vtt 2.5 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/02. Revisiting ML Pipeline.vtt 2.5 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/10. Summary and Further Study.vtt 2.5 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/11. Module Summary.vtt 2.4 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/1. Course Overview/1. Course Overview.vtt 2.4 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/11. Module Summary.vtt 2.4 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/10. Module Summary.vtt 2.4 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/01. Module Overview.vtt 2.4 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/9. Module Summary.vtt 2.3 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/11. Module Summary.vtt 2.3 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/3. Choosing the Right Machine Learning Problem/6. Module Summary.vtt 2.3 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/02. Prerequisites and Course Outline.vtt 2.3 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/4. Deploying Machine Learning Models to Serverless Cloud Environments/1. Module Overview.vtt 2.2 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/01. Module Overview.vtt 2.2 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/02. Module Overview.vtt 2.2 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/6. Designing Machine Learning Workflows/7. Module Summary.vtt 2.2 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/01. Overview.vtt 2.2 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/5. Understanding Feature Selection/1. Module Overview.vtt 2.1 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/12. Module Summary.vtt 2.1 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/10. Module Summary.vtt 2.1 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/10. Module Summary.vtt 2.1 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/01. Module Overview.vtt 2.1 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/02. Prerequisites and Course Outline.vtt 2.1 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/11. Module Summary.vtt 2.0 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/10. Module Summary.vtt 2.0 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/01. Module Overview.vtt 2.0 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/3. Choosing the Right Machine Learning Problem/1. Module Overview.vtt 2.0 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/10. Summary.vtt 2.0 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/1. Overview.vtt 2.0 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/02. Revisting ML Pipeline.vtt 2.0 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/7. What Is Next/1. Overview.vtt 2.0 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/02. Revisiting ML Pipeline.vtt 2.0 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/01. Module Overview.vtt 2.0 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/~i.txt 2.0 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/01. Module Overview.vtt 2.0 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/~i.txt 2.0 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/6. Designing Machine Learning Workflows/1. Module Overview.vtt 1.9 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/7. What Is Next/3. Model Improvement.vtt 1.9 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/1. Module Overview.vtt 1.9 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/01. Module Overview.vtt 1.9 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/01. Module Overview.vtt 1.9 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/01. Module Overview.vtt 1.9 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/~i.txt 1.9 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/3. Feeding Your Machine Learning Pipeline/4. CSV Format.vtt 1.9 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/2. What to Expect.vtt 1.9 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/~i.txt 1.8 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/10. Module Summary.vtt 1.8 KB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/10. Module Summary.vtt 1.8 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/01. Module Overview.vtt 1.8 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/4. Deploying Machine Learning Models to Serverless Cloud Environments/7. Module Summary.vtt 1.8 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/01. Module Overview.vtt 1.7 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/3. Feeding Your Machine Learning Pipeline/2. Revisiting ML Pipeline.vtt 1.7 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/01. Overview.vtt 1.6 KB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/7. Building Ensemble Solutions and Neural Network Solutions/1. Module Overview.vtt 1.6 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/01. Overview.vtt 1.6 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/~i.txt 1.6 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/3. Feeding Your Machine Learning Pipeline/1. Overview.vtt 1.5 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/3. Feeding Your Machine Learning Pipeline/7. Summary.vtt 1.3 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/9. Summary.vtt 1.1 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/11. Summary.vtt 967 bytes
~i.txt 935 bytes
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/01. Version Check.vtt 7 bytes
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt 7 bytes
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/1. Course Overview/2. Version Check.vtt 7 bytes

Pluralsight Path. Machine Learning Literacy (2021)

File List

Download Torrent

Related Resources

Copyright Infringement