Stanford CS221: Artificial Intelligence: Principles and Techniques | Autumn 2019
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14 learners
What you'll learn
This course includes
- 25 hours of video
- Certificate of completion
- Access on mobile and TV
Course content
1 modules • 19 lessons • 25 hours of video
Stanford CS221: Artificial Intelligence: Principles and Techniques | Autumn 2019
19 lessons
• 25 hours
Stanford CS221: Artificial Intelligence: Principles and Techniques | Autumn 2019
19 lessons
• 25 hours
- Overview Artificial Intelligence Course | Stanford CS221: Learn AI (Autumn 2019)01:27:26
- Machine Learning 1 - Linear Classifiers, SGD | Stanford CS221: AI (Autumn 2019)01:20:34
- Machine Learning 2 - Features, Neural Networks | Stanford CS221: AI (Autumn 2019)01:22:23
- Machine Learning 3 - Generalization, K-means | Stanford CS221: AI (Autumn 2019)01:23:07
- Search 1 - Dynamic Programming, Uniform Cost Search | Stanford CS221: AI (Autumn 2019)01:20:25
- Search 2 - A* | Stanford CS221: Artificial Intelligence (Autumn 2019)01:21:54
- Markov Decision Processes 1 - Value Iteration | Stanford CS221: AI (Autumn 2019)01:23:07
- Markov Decision Processes 2 - Reinforcement Learning | Stanford CS221: AI (Autumn 2019)01:14:38
- Game Playing 1 - Minimax, Alpha-beta Pruning | Stanford CS221: AI (Autumn 2019)01:21:33
- Game Playing 2 - TD Learning, Game Theory | Stanford CS221: Artificial Intelligence (Autumn 2019)01:19:26
- Factor Graphs 1 - Constraint Satisfaction Problems | Stanford CS221: AI (Autumn 2019)01:21:17
- Factor Graphs 2 - Conditional Independence | Stanford CS221: AI (Autumn 2019)01:17:51
- Bayesian Networks 1 - Inference | Stanford CS221: AI (Autumn 2019)01:21:39
- Bayesian Networks 2 - Forward-Backward | Stanford CS221: AI (Autumn 2019)01:11:49
- Bayesian Networks 3 - Maximum Likelihood | Stanford CS221: AI (Autumn 2019)01:23:45
- Logic 1 - Propositional Logic | Stanford CS221: AI (Autumn 2019)01:18:34
- Logic 2 - First-order Logic | Stanford CS221: AI (Autumn 2019)01:19:55
- Deep Learning | Stanford CS221: AI (Autumn 2019)01:12:57
- Conclusion | Stanford CS221: AI (Autumn 2019)01:01:48
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