No More Lucky Models The Art & Science of Model Validation

[0dayddl]

4.71 GB | 16min 34s | mp4 | 1280X720 | 16:9
Genre:eLearning |Language:English


Files Included :

1 Course structure and teaching.mp4 (36.56 MB)
2 The Feedback System.mp4 (5.37 MB)
3 Why Most Machine Learning Models Fail Essential Validation Techniques.mp4 (88.18 MB)
4 Four Pillars of Machine Learning Validation A Framework for Data Scientists.mp4 (97.08 MB)
1 Setting Up Your Environment.mp4 (85.89 MB)
3 The Google Flu Trends Story.mp4 (103.34 MB)
4 Guided Notebook - Validation Challenge.mp4 (73.3 MB)
5 The Google Flu Trends Podcast Episode.mp4 (199.77 MB)
12 Videocast NotebookLM The Parable of Google Flu A Big Data Autopsy.mp4 (44.1 MB)
1 Understanding and Preventing Population Bias in Machine Learning Models.mp4 (107.84 MB)
2 Zillow's $500 Million Mistake When Models Meet Reality.mp4 (110.36 MB)
3 The Zillow's Housing Model Collapse Podcast.mp4 (191.4 MB)
4 The Real World AI Test - Why Flawed Data Means Flawed Results.mp4 (98.21 MB)
1 The Medical AI Dilemma Cross-Contamination in Healthcare ML.mp4 (63.14 MB)
2 Data Leakage Detection Safeguarding Your Model Validation.mp4 (115.54 MB)
4 Watson's Oncology Dream - The Rise and Fall of AI in Cancer Care.mp4 (241.38 MB)
6 Stanford's Hospital Fingerprints - When AI Learns The Wrong COVID's Lesson.mp4 (95.96 MB)
8 Training on Illusions - The Hidden Perils of Data Dependence in Machine Learning.mp4 (134.57 MB)
1 Statistical Power in ML Learning from Instagram's Testing Framework.mp4 (59.84 MB)
2 Optimal Test Set Design in Data Science Beyond Simple Train-Test Splits.mp4 (91.26 MB)
3 Guided Notebook Sample Size & Statistical Power.mp4 (47.58 MB)
5 Instagram's Secret Lab How They Test Every Tap, Scroll, and Like.mp4 (188.93 MB)
7 Decoding AI Confidence - How Much Data Does We Really Need.mp4 (196.62 MB)
1 Spotify's Recommendation Challenge When Machine Learning Models Miss Context.mp4 (127.1 MB)
2 Preserving Critical Data Relationships in Model Validation.mp4 (88.37 MB)
3 Structure Preservation in Action Guided Implementation.mp4 (36.55 MB)
5 Inside Spotify's Playlist Recommendation Engine.mp4 (285.91 MB)
6 Unlocking Reliable AI The Hidden Power of Structure Preservation in Reliable AI.mp4 (197.37 MB)
1 The Dangerous Game of Single Splits.mp4 (127.43 MB)
2 Stacking the Odds with Multiple Splits - Strategies for Robust Model Validation.mp4 (103.01 MB)
3 The Illusion of Performance Interactive Notebook.mp4 (27.64 MB)
5 AI's False Promises - Unmasking the Illusion of Machine Learning Performance.mp4 (259.47 MB)
1 Basic Cross-Validation Techniques.mp4 (94.72 MB)
2 Basic Cross Validation Guided Notebook.mp4 (43.5 MB)
3 Stratified Cross Validation.mp4 (142.63 MB)
4 Stratified Cross Validation Guided Notebook.mp4 (36.26 MB)
5 Selecting the Optimal Cross-Validation Strategy for Your Data.mp4 (133.34 MB)
7 Decoding Cross-Validation Your Secret Weapon Against ML Overfitting.mp4 (239.49 MB)
1 Bias vs Variance in Cross-Validation.mp4 (38.79 MB)
2 Nested CV - No More Lucky Models.mp4 (56.47 MB)
3 Multi-Metric Evaluation.mp4 (53.47 MB)
5 Advanced Cross-Validation Techniques for Professional Data Scientists.mp4 (269.32 MB)

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