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

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 01 - Specialization overview.mp4

39.95 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 02 - Welcome.en.srt

13.55 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 02 - Welcome.mp4

20.35 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 03 - Steps of an ML Project.en.srt

6.42 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 03 - Steps of an ML Project.mp4

9.04 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 04 - Case study speech recognition.en.srt

15.74 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 04 - Case study speech recognition.mp4

24.28 MB

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 - 05 - Course outline.mp4

6.44 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 06 - Key challenges.en.srt

22.96 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 06 - Key challenges.mp4

25.62 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 07 - Deployment patterns.en.srt

16.44 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 07 - Deployment patterns.mp4

20.05 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 08 - Monitoring.en.srt

17.19 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 08 - Monitoring.mp4

18.25 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 09 - Pipeline monitoring.en.srt

12.88 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 09 - Pipeline monitoring.mp4

16.17 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 10 - Modeling overview.en.srt

4.69 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 10 - Modeling overview.mp4

9.4 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 11 - Key challenges.en.srt

6.63 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 11 - Key challenges.mp4

8.98 MB

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 B

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 12 - Why low average error isn't good enough.mp4

0 B

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 13 - Establish a baseline.en.srt

12.71 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 13 - Establish a baseline.mp4

15.99 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 14 - Tips for getting started.en.srt

10.33 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 14 - Tips for getting started.mp4

11.07 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 15 - Error analysis example.en.srt

11.21 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 15 - Error analysis example.mp4

13.74 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 16 - Prioritizing what to work on.en.srt

8.92 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 16 - Prioritizing what to work on.mp4

10.23 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 17 - Skewed datastes.en.srt

16.51 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 17 - Skewed datastes.mp4

20.11 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 18 - Performance auditing.en.srt

10.19 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 18 - Performance auditing.mp4

15.76 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 19 - Data-centric AI development.en.srt

4.04 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 19 - Data-centric AI development.mp4

7.52 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 20 - A useful picture of data augmentation.en.srt

0 B

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 20 - A useful picture of data augmentation.mp4

0 B

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 - 21 - Data augmentation.mp4

16.45 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 22 - Can adding data hurt.en.srt

7.26 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 22 - Can adding data hurt.mp4

14.57 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 23 - Adding features.en.srt

11.29 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 23 - Adding features.mp4

18.1 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 24 - Experiment tracking.en.srt

7.38 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 24 - Experiment tracking.mp4

8.86 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 25 - From big data to good data.en.srt

4.26 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 25 - From big data to good data.mp4

8.85 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 26 - Why is data definition hard.en.srt

7.36 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 26 - Why is data definition hard.mp4

10.06 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 27 - More label ambiguity examples.en.srt

12.81 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 27 - More label ambiguity examples.mp4

14.75 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 28 - Major types of data problems.en.srt

14.35 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 28 - Major types of data problems.mp4

20 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 29 - Small data and label consistency.en.srt

0 B

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 - 30 - Improving label consistency.en.srt

14 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 30 - Improving label consistency.mp4

16.04 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 31 - Human level performance (HLP).en.srt

13.08 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 31 - Human level performance (HLP).mp4

18.51 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 32 - Raising HLP.en.srt

13.45 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 32 - Raising HLP.mp4

21.81 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 33 - Obtaining data.en.srt

18.67 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 33 - Obtaining data.mp4

20.71 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 34 - Data pipeline.en.srt

8.59 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 34 - Data pipeline.mp4

10.66 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 35 - Meta-data, data provenance and lineage.en.srt

0 B

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 35 - Meta-data, data provenance and lineage.mp4

0 B

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 36 - Balanced train dev test splits.en.srt

5.16 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 36 - Balanced train dev test splits.mp4

10.81 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 37 - What is scoping.en.srt

3.42 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 37 - What is scoping.mp4

8.11 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 38 - Scoping process.en.srt

8.92 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 38 - Scoping process.mp4

13.49 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 39 - Diligence on feasibility and value.en.srt

0 B

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 39 - Diligence on feasibility and value.mp4

23.23 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 40 - Diligence on value.en.srt

11.02 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 40 - Diligence on value.mp4

13.19 MB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 41 - Milestones and resourcing.en.srt

4.26 KB

1. Introduction to Machine Learning in Production/introduction-to-machine-learning-in-production - 41 - Milestones and resourcing.mp4

4.78 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 01 - Specialization overview.en.srt

11.2 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 01 - Specialization overview.mp4

39.95 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 02 - Course Overview.en.srt

4.35 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 02 - Course Overview.mp4

16.02 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 03 - Overview.en.srt

17.32 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 03 - Overview.mp4

18.03 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 04 - ML Pipelines.en.srt

9.64 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 04 - ML Pipelines.mp4

10.2 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 05 - Importance of Data.en.srt

10.93 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 05 - Importance of Data.mp4

12.61 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 06 - Example Application Suggesting Runs.en.srt

0 B

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 06 - Example Application Suggesting Runs.mp4

10.98 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 07 - Responsible Data Security, Privacy & Fairness.mp4

0 B

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 08 - Case Study Degraded Model Performance.en.srt

0 B

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 08 - Case Study Degraded Model Performance.mp4

0 B

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 09 - Data and Concept Change in Production ML.en.srt

0 B

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 09 - Data and Concept Change in Production ML.mp4

0 B

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 10 - Process Feedback and Human Labeling.en.srt

0 B

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 10 - Process Feedback and Human Labeling.mp4

14.56 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 11 - Detecting Data Issues.en.srt

10.58 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 11 - Detecting Data Issues.mp4

12.44 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 12 - TensorFlow Data Validation.en.srt

8.64 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 12 - TensorFlow Data Validation.mp4

8.82 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 13 - Introduction to Preprocessing.en.srt

7.29 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 13 - Introduction to Preprocessing.mp4

10.05 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 14 - Preprocessing Operations.en.srt

9.33 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 14 - Preprocessing Operations.mp4

11.82 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 15 - Feature Engineering Techniques.en.srt

15.18 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 15 - Feature Engineering Techniques.mp4

20.32 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 16 - Feature Crosses.en.srt

5.05 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 16 - Feature Crosses.mp4

5.28 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 17 - Preprocessing Data at Scale.en.srt

15.68 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 17 - Preprocessing Data at Scale.mp4

17.63 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 18 - TensorFlow Transform.en.srt

20.54 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 18 - TensorFlow Transform.mp4

17.53 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 19 - Hello World with tf.Transform.en.srt

9.11 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 19 - Hello World with tf.Transform.mp4

10.38 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 20 - Feature Spaces.en.srt

6.6 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 20 - Feature Spaces.mp4

6.32 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 21 - Feature Selection.en.srt

5.73 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 21 - Feature Selection.mp4

5.71 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 22 - Filter Methods.en.srt

9.64 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 22 - Filter Methods.mp4

8.01 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 23 - Wrapper Methods.en.srt

7.85 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 23 - Wrapper Methods.mp4

7.26 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 24 - Embedded Methods.en.srt

7.11 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 24 - Embedded Methods.mp4

7.49 MB

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 - 25 - Data Journey.mp4

10.6 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 26 - Introduction to ML Metadata.en.srt

10.29 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 26 - Introduction to ML Metadata.mp4

13.16 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 27 - ML Metadata in Action.en.srt

6.93 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 27 - ML Metadata in Action.mp4

6.19 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 28 - Schema Development.en.srt

7.11 KB

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 - 29 - Schema Environments.en.srt

6.06 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 29 - Schema Environments.mp4

5.08 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 30 - Feature Stores.en.srt

8.5 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 30 - Feature Stores.mp4

10.96 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 31 - Data Warehouse.en.srt

5.48 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 31 - Data Warehouse.mp4

5.92 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 32 - Data Lakes.en.srt

3.63 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 32 - Data Lakes.mp4

4.75 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 33 - Semi-supervised Learning.en.srt

7.04 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 33 - Semi-supervised Learning.mp4

6.49 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 34 - Active Learning.en.srt

7.26 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 34 - Active Learning.mp4

5.97 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 35 - Weak Supervision.en.srt

6.88 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 35 - Weak Supervision.mp4

6.95 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 36 - Data Augmentation.en.srt

5.6 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 36 - Data Augmentation.mp4

6.17 MB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 37 - Time Series.en.srt

11.27 KB

2. Machine Learning Data Lifecycle in Production/machine-learning-data-lifecycle-in-production - 37 - Time Series.mp4

12.65 MB

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 - 38 - Sensors and Signals.mp4

4.34 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 01 - Course Overview.en.srt

3.91 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 01 - Course Overview.mp4

10.47 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 02 - Hyperparameter Tuning.en.srt

5.52 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 02 - Hyperparameter Tuning.mp4

6.59 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 03 - Keras Autotuner Demo.en.srt

7.36 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 03 - Keras Autotuner Demo.mp4

9.08 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 04 - Intro to AutoML.en.srt

7.23 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 04 - Intro to AutoML.mp4

7.9 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 05 - Understanding Search Spaces.en.srt

0 B

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 05 - Understanding Search Spaces.mp4

2.68 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 06 - Search Strategies.en.srt

5.97 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 06 - Search Strategies.mp4

6.78 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 07 - Measuring AutoML Efficacy.en.srt

4.8 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 07 - Measuring AutoML Efficacy.mp4

5.37 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 08 - AutoML on the Cloud.en.srt

12.89 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 08 - AutoML on the Cloud.mp4

11.84 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 09 - Assignment Setup.en.srt

2.53 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 09 - Assignment Setup.mp4

3.22 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 10 - Dimensionality Effect on Performance.mp4

0 B

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 11 - Curse of Dimensionality.en.srt

12.59 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 11 - Curse of Dimensionality.mp4

13.83 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 12 - Curse of Dimensionality an Example.en.srt

0 B

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 12 - Curse of Dimensionality an Example.mp4

0 B

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 13 - Manual Dimensionality Reduction.en.srt

0 B

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 13 - Manual Dimensionality Reduction.mp4

0 B

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 15 - Algorithmic Dimensionality Reduction.mp4

0 B

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 16 - Principal Components Analysis.en.srt

0 B

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 16 - Principal Components Analysis.mp4

0 B

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 17 - Other Techniques.en.srt

8.92 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 17 - Other Techniques.mp4

10.86 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 18 - Mobile, IoT, and Similar Use Cases.en.srt

0 B

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 18 - Mobile, IoT, and Similar Use Cases.mp4

0 B

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 19 - Benefits and Process of Quantization.mp4

0 B

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 20 - Post Training Quantization.en.srt

0 B

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 20 - Post Training Quantization.mp4

8.65 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 21 - Quantization Aware Training.en.srt

0 B

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 21 - Quantization Aware Training.mp4

6.26 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 22 - Pruning.en.srt

18.86 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 22 - Pruning.mp4

20.42 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 23 - Distributed Training.en.srt

13.86 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 23 - Distributed Training.mp4

15.94 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 24 - High-Performance Ingestion.en.srt

0 B

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 24 - High-Performance Ingestion.mp4

15.77 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 26 - Teacher and Student Networks.en.srt

0 B

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 26 - Teacher and Student Networks.mp4

4.35 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 27 - Knowledge Distillation Techniques.en.srt

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3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 27 - Knowledge Distillation Techniques.mp4

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3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 29 - Model Performance Analysis.en.srt

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3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 29 - Model Performance Analysis.mp4

15.69 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 31 - TFMA in Practice.en.srt

5.8 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 31 - TFMA in Practice.mp4

5.52 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 32 - Model Debugging Overview.en.srt

4.86 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 32 - Model Debugging Overview.mp4

4.72 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 33 - Benchmark Models.en.srt

2.07 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 33 - Benchmark Models.mp4

1.57 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 35 - Adversarial Attack Demo.en.srt

4.91 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 35 - Adversarial Attack Demo.mp4

11.36 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 36 - Residual Analysis.en.srt

3.32 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 36 - Residual Analysis.mp4

3.09 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 37 - Model Remediation.en.srt

6.08 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 37 - Model Remediation.mp4

6.21 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 38 - Fairness.en.srt

6.98 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 38 - Fairness.mp4

5.27 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 39 - Measuring Fairness.en.srt

9.14 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 39 - Measuring Fairness.mp4

8.01 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 40 - Continuous Evaluation and Monitoring.mp4

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3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 41 - Explainable AI.en.srt

9.76 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 41 - Explainable AI.mp4

11.59 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 42 - Model Interpretation Methods.en.srt

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3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 42 - Model Interpretation Methods.mp4

13.01 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 43 - Intrinsically Interpretable Models.en.srt

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3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 43 - Intrinsically Interpretable Models.mp4

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3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 44 - Model Agnostic Methods.en.srt

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3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 44 - Model Agnostic Methods.mp4

2.46 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 45 - Partial Dependence Plots.en.srt

7.22 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 45 - Partial Dependence Plots.mp4

7.41 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 46 - Permutation Feature Importance.en.srt

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3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 46 - Permutation Feature Importance.mp4

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3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 47 - Shapley Values.en.srt

8.97 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 47 - Shapley Values.mp4

10.21 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 48 - SHapley Additive exPlanations (SHAP).mp4

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3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 49 - Testing Concept Activation Vectors.en.srt

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3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 49 - Testing Concept Activation Vectors.mp4

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3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 50 - LIME.en.srt

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3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 50 - LIME.mp4

2.11 MB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 51 - AI Explanations.en.srt

8.46 KB

3. Machine Learning Modeling Pipelines in Production/machine-learning-modeling-pipelines-in-production - 51 - AI Explanations.mp4

10.35 MB

[CourseClub.Me].url

122 B

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