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ML Foundations for AI Engineers
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- 1 Introduction - 0:00
- 2 Intelligence & Models - 0:40
- 3 3 Ways Computers Can Learn - 1:50
- 4 Way 1: Machine Learning - 2:47
- 5 Inference Phase 2 - 3:36
- 6 Training Phase 1 - 4:27
- 7 More ML Techniques - 9:07
- 8 Way 2: Deep Learning - 10:43
- 9 Neural Networks - 12:06
- 10 Training Neural Nets - 15:29
- 11 Way 3: Reinforcement Learning RL - 21:56
- 12 The Promise of RL - 23:25
- 13 How RL Works - 25:16
- 14 Data most important part! - 30:30
- 15 Key Takeaways - 33:32