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MIT 6.034 Artificial Intelligence with Patrick Winston

By MIT OpenCourseWare

Course audio
Course audio: English
Level
Intermediate
Length
15 lessons

What you'll be able to do

  • Apply search and game-playing algorithms
  • Explain classic learning methods such as decision trees and SVMs
  • Understand how AI systems represent knowledge

About this course

Professor Patrick Winston's MIT AI course from Fall 2010. After an introduction and scope, the lectures cover reasoning with goal trees and rule-based expert systems, search and optimal search, games and adversarial search, constraint propagation, learning with nearest neighbours, decision trees, neural nets, genetic algorithms, support vector machines and boosting, and representations of knowledge. It gives a broad, classic foundation in AI that complements modern deep-learning courses. It suits CS students after programming and basic algorithms.

Before you start: Programming and basic algorithms

Syllabus

Sabaq lists the first 15 videos of this playlist; the rest continue on YouTube. Full playlist on YouTube

  1. 11. Introduction and Scope
  2. 22. Reasoning: Goal Trees and Problem Solving
  3. 33. Reasoning: Goal Trees and Rule-Based Expert Systems
  4. 44. Search: Depth-First, Hill Climbing, Beam
  5. 55. Search: Optimal, Branch and Bound, A*
  6. 66. Search: Games, Minimax, and Alpha-Beta
  7. 77. Constraints: Interpreting Line Drawings
  8. 88. Constraints: Search, Domain Reduction
  9. 99. Constraints: Visual Object Recognition
  10. 1010. Introduction to Learning, Nearest Neighbors
  11. 1111. Learning: Identification Trees, Disorder
  12. 1212a: Neural Nets
  13. 1312b: Deep Neural Nets
  14. 1413. Learning: Genetic Algorithms
  15. 1514. Learning: Sparse Spaces, Phonology

What to take next

Videos by MIT OpenCourseWare, played from their official YouTube channel. Subscribe on YouTube

Licence: CC BY-NC-SA 4.0, MIT OpenCourseWare, ocw.mit.edu. Free for everyone, never sold.

Sabaq lists the first 15 videos of this playlist; the rest continue on YouTube. Full playlist on YouTube

Lessons last checked Oct 2026. Course summary and lesson structure by Sabaq.

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