[CourseClub.Me] Coursera - Machine Learning Engineering for Production (MLOps) Specialization

Creation Time	Dec. 25, 2023, 5:38 p.m.
Last Access Time	April 14, 2025, 10:21 p.m.
File Size	1.2 GB
Keywords	Me CourseClub for Coursera - Machine Engineering Production Learning MLOps Specialization
Total Requests	35
Total Files	244
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1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 01 - Specialization overview.mp4 40.0 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 01 - Specialization overview.mp4 40.0 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 06 - Key challenges.mp4 25.6 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 04 - Case study speech recognition.mp4 24.3 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 39 - Diligence on feasibility and value.mp4 23.2 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 32 - Raising HLP.mp4 21.8 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 33 - Obtaining data.mp4 20.7 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 22 - Pruning.mp4 20.4 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 02 - Welcome.mp4 20.3 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 15 - Feature Engineering Techniques.mp4 20.3 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 17 - Skewed datastes.mp4 20.1 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 07 - Deployment patterns.mp4 20.1 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 28 - Major types of data problems.mp4 20.0 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 31 - Human level performance (HLP).mp4 18.5 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 08 - Monitoring.mp4 18.3 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 23 - Adding features.mp4 18.1 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 03 - Overview.mp4 18.0 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 17 - Preprocessing Data at Scale.mp4 17.6 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 18 - TensorFlow Transform.mp4 17.5 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 21 - Data augmentation.mp4 16.4 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 09 - Pipeline monitoring.mp4 16.2 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 30 - Improving label consistency.mp4 16.0 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 02 - Course Overview.mp4 16.0 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 13 - Establish a baseline.mp4 16.0 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 23 - Distributed Training.mp4 15.9 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 24 - High-Performance Ingestion.mp4 15.8 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 18 - Performance auditing.mp4 15.8 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 29 - Model Performance Analysis.mp4 15.7 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 29 - Small data and label consistency.mp4 15.3 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 27 - More label ambiguity examples.mp4 14.8 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 22 - Can adding data hurt.mp4 14.6 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 10 - Process Feedback and Human Labeling.mp4 14.6 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 11 - Curse of Dimensionality.mp4 13.8 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 15 - Error analysis example.mp4 13.7 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 38 - Scoping process.mp4 13.5 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 40 - Diligence on value.mp4 13.2 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 26 - Introduction to ML Metadata.mp4 13.2 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 42 - Model Interpretation Methods.mp4 13.0 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 37 - Time Series.mp4 12.7 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 05 - Importance of Data.mp4 12.6 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 11 - Detecting Data Issues.mp4 12.4 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 08 - AutoML on the Cloud.mp4 11.8 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 14 - Preprocessing Operations.mp4 11.8 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 41 - Explainable AI.mp4 11.6 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 35 - Adversarial Attack Demo.mp4 11.4 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 14 - Tips for getting started.mp4 11.1 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 06 - Example Application Suggesting Runs.mp4 11.0 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 30 - Feature Stores.mp4 11.0 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 17 - Other Techniques.mp4 10.9 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 36 - Balanced train dev test splits.mp4 10.8 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 34 - Data pipeline.mp4 10.7 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 25 - Data Journey.mp4 10.6 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 01 - Course Overview.mp4 10.5 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 19 - Hello World with tf.Transform.mp4 10.4 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 51 - AI Explanations.mp4 10.3 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 16 - Prioritizing what to work on.mp4 10.2 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 47 - Shapley Values.mp4 10.2 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 04 - ML Pipelines.mp4 10.2 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 26 - Why is data definition hard.mp4 10.1 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 13 - Introduction to Preprocessing.mp4 10.0 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 10 - Modeling overview.mp4 9.4 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 03 - Keras Autotuner Demo.mp4 9.1 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 03 - Steps of an ML Project.mp4 9.0 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 11 - Key challenges.mp4 9.0 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 24 - Experiment tracking.mp4 8.9 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 25 - From big data to good data.mp4 8.9 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 12 - TensorFlow Data Validation.mp4 8.8 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 20 - Post Training Quantization.mp4 8.7 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 37 - What is scoping.mp4 8.1 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 39 - Measuring Fairness.mp4 8.0 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 22 - Filter Methods.mp4 8.0 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 04 - Intro to AutoML.mp4 7.9 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 19 - Data-centric AI development.mp4 7.5 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 24 - Embedded Methods.mp4 7.5 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 45 - Partial Dependence Plots.mp4 7.4 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 23 - Wrapper Methods.mp4 7.3 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 35 - Weak Supervision.mp4 6.9 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 06 - Search Strategies.mp4 6.8 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 02 - Hyperparameter Tuning.mp4 6.6 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 33 - Semi-supervised Learning.mp4 6.5 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 05 - Course outline.mp4 6.4 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 20 - Feature Spaces.mp4 6.3 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 21 - Quantization Aware Training.mp4 6.3 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 37 - Model Remediation.mp4 6.2 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 27 - ML Metadata in Action.mp4 6.2 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 36 - Data Augmentation.mp4 6.2 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 28 - Schema Development.mp4 6.1 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 34 - Active Learning.mp4 6.0 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 31 - Data Warehouse.mp4 5.9 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 21 - Feature Selection.mp4 5.7 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 31 - TFMA in Practice.mp4 5.5 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 07 - Measuring AutoML Efficacy.mp4 5.4 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 16 - Feature Crosses.mp4 5.3 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 38 - Fairness.mp4 5.3 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 29 - Schema Environments.mp4 5.1 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 41 - Milestones and resourcing.mp4 4.8 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 32 - Data Lakes.mp4 4.7 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 32 - Model Debugging Overview.mp4 4.7 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 26 - Teacher and Student Networks.mp4 4.4 MB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 38 - Sensors and Signals.mp4 4.3 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 09 - Assignment Setup.mp4 3.2 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 36 - Residual Analysis.mp4 3.1 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 05 - Understanding Search Spaces.mp4 2.7 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 44 - Model Agnostic Methods.mp4 2.5 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 50 - LIME.mp4 2.1 MB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 33 - Benchmark Models.mp4 1.6 MB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 06 - Key challenges.en.srt 23.0 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 18 - TensorFlow Transform.en.srt 20.5 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 22 - Pruning.en.srt 18.9 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 33 - Obtaining data.en.srt 18.7 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 03 - Overview.en.srt 17.3 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 08 - Monitoring.en.srt 17.2 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 17 - Skewed datastes.en.srt 16.5 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 07 - Deployment patterns.en.srt 16.4 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 04 - Case study speech recognition.en.srt 15.7 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 17 - Preprocessing Data at Scale.en.srt 15.7 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 15 - Feature Engineering Techniques.en.srt 15.2 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 28 - Major types of data problems.en.srt 14.3 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 21 - Data augmentation.en.srt 14.1 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 30 - Improving label consistency.en.srt 14.0 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 23 - Distributed Training.en.srt 13.9 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 02 - Welcome.en.srt 13.6 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 32 - Raising HLP.en.srt 13.4 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 31 - Human level performance (HLP).en.srt 13.1 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 08 - AutoML on the Cloud.en.srt 12.9 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 09 - Pipeline monitoring.en.srt 12.9 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 27 - More label ambiguity examples.en.srt 12.8 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 13 - Establish a baseline.en.srt 12.7 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 11 - Curse of Dimensionality.en.srt 12.6 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 23 - Adding features.en.srt 11.3 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 37 - Time Series.en.srt 11.3 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 15 - Error analysis example.en.srt 11.2 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 01 - Specialization overview.en.srt 11.2 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 40 - Diligence on value.en.srt 11.0 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 05 - Importance of Data.en.srt 10.9 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 11 - Detecting Data Issues.en.srt 10.6 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 14 - Tips for getting started.en.srt 10.3 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 26 - Introduction to ML Metadata.en.srt 10.3 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 18 - Performance auditing.en.srt 10.2 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 41 - Explainable AI.en.srt 9.8 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 04 - ML Pipelines.en.srt 9.6 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 22 - Filter Methods.en.srt 9.6 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 25 - Data Journey.en.srt 9.6 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 14 - Preprocessing Operations.en.srt 9.3 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 39 - Measuring Fairness.en.srt 9.1 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 19 - Hello World with tf.Transform.en.srt 9.1 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 47 - Shapley Values.en.srt 9.0 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 17 - Other Techniques.en.srt 8.9 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 16 - Prioritizing what to work on.en.srt 8.9 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 38 - Scoping process.en.srt 8.9 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 12 - TensorFlow Data Validation.en.srt 8.6 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 34 - Data pipeline.en.srt 8.6 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 30 - Feature Stores.en.srt 8.5 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 51 - AI Explanations.en.srt 8.5 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 23 - Wrapper Methods.en.srt 7.8 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 24 - Experiment tracking.en.srt 7.4 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 03 - Keras Autotuner Demo.en.srt 7.4 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 26 - Why is data definition hard.en.srt 7.4 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 13 - Introduction to Preprocessing.en.srt 7.3 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 22 - Can adding data hurt.en.srt 7.3 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 34 - Active Learning.en.srt 7.3 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 04 - Intro to AutoML.en.srt 7.2 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 45 - Partial Dependence Plots.en.srt 7.2 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 24 - Embedded Methods.en.srt 7.1 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 28 - Schema Development.en.srt 7.1 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 33 - Semi-supervised Learning.en.srt 7.0 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 38 - Fairness.en.srt 7.0 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 27 - ML Metadata in Action.en.srt 6.9 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 35 - Weak Supervision.en.srt 6.9 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 11 - Key challenges.en.srt 6.6 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 20 - Feature Spaces.en.srt 6.6 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 03 - Steps of an ML Project.en.srt 6.4 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 37 - Model Remediation.en.srt 6.1 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 29 - Schema Environments.en.srt 6.1 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 06 - Search Strategies.en.srt 6.0 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 31 - TFMA in Practice.en.srt 5.8 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 21 - Feature Selection.en.srt 5.7 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 36 - Data Augmentation.en.srt 5.6 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 02 - Hyperparameter Tuning.en.srt 5.5 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 31 - Data Warehouse.en.srt 5.5 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 36 - Balanced train dev test splits.en.srt 5.2 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 16 - Feature Crosses.en.srt 5.0 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 35 - Adversarial Attack Demo.en.srt 4.9 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 32 - Model Debugging Overview.en.srt 4.9 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 07 - Measuring AutoML Efficacy.en.srt 4.8 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 05 - Course outline.en.srt 4.7 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 10 - Modeling overview.en.srt 4.7 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 02 - Course Overview.en.srt 4.3 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 25 - From big data to good data.en.srt 4.3 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 41 - Milestones and resourcing.en.srt 4.3 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 19 - Data-centric AI development.en.srt 4.0 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 01 - Course Overview.en.srt 3.9 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 38 - Sensors and Signals.en.srt 3.9 KB
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 32 - Data Lakes.en.srt 3.6 KB
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 37 - What is scoping.en.srt 3.4 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 36 - Residual Analysis.en.srt 3.3 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 09 - Assignment Setup.en.srt 2.5 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 44 - Model Agnostic Methods.en.srt 2.4 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 50 - LIME.en.srt 2.3 KB
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 33 - Benchmark Models.en.srt 2.1 KB
[CourseClub.Me].url 122 bytes
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 12 - Why low average error isn't good enough.en.srt 0 bytes
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 12 - Why low average error isn't good enough.mp4 0 bytes
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 20 - A useful picture of data augmentation.en.srt 0 bytes
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 20 - A useful picture of data augmentation.mp4 0 bytes
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 29 - Small data and label consistency.en.srt 0 bytes
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 35 - Meta-data, data provenance and lineage.en.srt 0 bytes
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 35 - Meta-data, data provenance and lineage.mp4 0 bytes
1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 39 - Diligence on feasibility and value.en.srt 0 bytes
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 06 - Example Application Suggesting Runs.en.srt 0 bytes
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 07 - Responsible Data Security, Privacy & Fairness.mp4 0 bytes
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 08 - Case Study Degraded Model Performance.en.srt 0 bytes
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 08 - Case Study Degraded Model Performance.mp4 0 bytes
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 09 - Data and Concept Change in Production ML.en.srt 0 bytes
2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 09 - Data and Concept Change in Production ML.mp4 0 bytes
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3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 05 - Understanding Search Spaces.en.srt 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 10 - Dimensionality Effect on Performance.mp4 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 12 - Curse of Dimensionality an Example.en.srt 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 12 - Curse of Dimensionality an Example.mp4 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 13 - Manual Dimensionality Reduction.en.srt 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 13 - Manual Dimensionality Reduction.mp4 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 15 - Algorithmic Dimensionality Reduction.mp4 0 bytes
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3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 16 - Principal Components Analysis.mp4 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 18 - Mobile, IoT, and Similar Use Cases.en.srt 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 18 - Mobile, IoT, and Similar Use Cases.mp4 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 19 - Benefits and Process of Quantization.mp4 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 20 - Post Training Quantization.en.srt 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 21 - Quantization Aware Training.en.srt 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 24 - High-Performance Ingestion.en.srt 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 26 - Teacher and Student Networks.en.srt 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 27 - Knowledge Distillation Techniques.en.srt 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 27 - Knowledge Distillation Techniques.mp4 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 29 - Model Performance Analysis.en.srt 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 40 - Continuous Evaluation and Monitoring.mp4 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 42 - Model Interpretation Methods.en.srt 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 43 - Intrinsically Interpretable Models.en.srt 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 43 - Intrinsically Interpretable Models.mp4 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 46 - Permutation Feature Importance.en.srt 0 bytes
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3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 48 - SHapley Additive exPlanations (SHAP).mp4 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 49 - Testing Concept Activation Vectors.en.srt 0 bytes
3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 49 - Testing Concept Activation Vectors.mp4 0 bytes

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