CS50's Introduction to AI with Python

Harvard's complete course on Artificial Intelligence fundamentals

🎓 Harvard University • CS50 2020
8
Lectures
~14hrs
Total Duration
2M+
Total Views
Free
Course Cost
Lecture Topic Duration Watch
0 Introduction Course overview, AI concepts, Python setup 1:53 Watch
1 Search Search problems, algorithms, DFS, BFS, A*, adversarial search 1:49:30 Watch
2 Knowledge Knowledge-based agents, propositional logic, inference 1:47:44 Watch
3 Uncertainty Probability, Bayes' Rule, Bayesian networks, sampling 1:54:30 Watch
4 Optimization Optimization problems, local search, linear programming 1:44:45 Watch
5 Learning Machine learning, supervised learning, reinforcement learning 1:45:49 Watch
6 Neural Networks Neural networks, deep learning, computer vision, TensorFlow 1:41:20 Watch
7 Language Natural language processing, syntax, semantics, transformers 1:54:52 Watch