Understand the core principles of responsible AI, including fairness, transparency, explainability, and privacy protection
Identify different types of artificial intelligence, such as reactive machines, limited memory, theory of mind, and self-awareness
Apply AI concepts like learning, problem-solving, and decision-making to real-world scenarios and projects
Evaluate ethical considerations and best practices for developing human-centered, fair, and secure AI systems
Course Content
المحتوى
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Lecture 1 Overview | Stanford CS221 AI Autumn 2019
01:27:26 -
Lecture 2 Machine Learning 1 Linear Classifiers SGD | Stanford CS221 AI Autumn 2019
01:20:34 -
Lecture 3 Machine Learning 2 Features Neural Networks | Stanford CS221 AI Autumn 2019
01:22:23 -
Lecture 4 Machine Learning 3 Generalization K means | Stanford CS221 AI Autumn 2019
01:23:07 -
Lecture 5 Search 1 Dynamic Programming Uniform Cost Search | Stanford CS221 AI Autumn 2019
01:20:25 -
Lecture 6 Search 2 A | Stanford CS221 AI Autumn 2019
01:21:54 -
Lecture 7 Markov Decision Processes Value Iteration | Stanford CS221 AI Autumn 2019
01:23:07 -
Lecture 8 Markov Decision Processes Reinforcement Learning | Stanford CS221 AI Autumn 2019
01:14:38 -
Lecture 9 Game Playing 1 Minimax Alpha beta Pruning | Stanford CS221 AI Autumn 2019
01:21:33 -
Lecture 10 Game Playing 2 TD Learning Game Theory | Stanford CS221 AI Autumn 2019
01:19:26 -
Lecture 11 Factor Graphs 1 Constraint Satisfaction Problems | Stanford CS221 AI Autumn 2019
01:21:17 -
Lecture 12 Factor Graphs 2 Conditional Independence | Stanford CS221 AI Autumn 2019
01:17:51 -
Lecture 13 Bayesian Networks 1 Inference | Stanford CS221 AI Autumn 2019
01:21:39 -
Lecture 14 Bayesian Networks 2 Forward Backward | Stanford CS221 AI Autumn 2019
01:11:49 -
Lecture 15 Bayesian Networks 3 Maximum Likelihood | Stanford CS221 AI Autumn 2019
01:23:45 -
Lecture 16 Logic 1 Propositional Logic | Stanford CS221 AI Autumn 2019
01:18:33 -
Lecture 17 Logic 2 First order Logic | Stanford CS221 AI Autumn 2019
01:19:55 -
Lecture 18 Deep Learning | Stanford CS221 AI Autumn 2019
01:12:57 -
Lecture 19 Conclusion | Stanford CS221 AI Autumn 2019
01:01:48 -
Final Exam – Artificial Intelligence beginners





























