artificial intelligence

Artificial intelligence

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published Friday 3rd October 2014

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MIT 6.034 Artificial Intelligence, Fall 2010 - Instructor: Patrick Winston
In these lectures, Prof. Patrick Winston introduces the 6.034 material from a conceptual, big-picture perspective. Topics include reasoning, search, constraints, learning, representations, architectures, and probabilistic inference.
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Lessons hide description
1) 1. introduction and scope 634 views watch video download
2) 2. reasoning: goal trees and problem solving 652 views watch video download
3) 3. reasoning: goal trees and rule-based expert systems 847 views watch video download
4) 4. search: depth-first, hill climbing, beam 670 views watch video download
5) 5. search: optimal, branch and bound, a* 623 views watch video download
6) 6. search: games, minimax, and alpha-beta 613 views watch video download
7) 7. constraints: interpreting line drawings 565 views watch video download
8) 8. constraints: search, domain reduction 592 views watch video download
9) 9. constraints: visual object recognition 504 views watch video download
10) 10. introduction to learning, nearest neighbors 557 views watch video download
11) 11. learning: identification trees, disorder 682 views watch video download
12) 12. learning: neural nets, back propagation 586 views watch video download
13) 13. learning: genetic algorithms 587 views watch video download
14) 14. learning: sparse spaces, phonology 553 views watch video download
15) 15. learning: near misses, felicity conditions 701 views watch video download
16) 16. learning: support vector machines 628 views watch video download
17) 17. learning: boosting 589 views watch video download
18) 18. representations: classes, trajectories, transitions 579 views watch video download
19) 19. architectures: gps, soar, subsumption, society of mind 624 views watch video download
20) 21. probabilistic inference i 649 views watch video download
21) 22. probabilistic inference ii 601 views watch video download
22) 23. model merging, cross-modal coupling, course summary 789 views watch video download
23) Mega-r1. rule-based systems 659 views watch video download
24) Mega-r2. basic search, optimal search 629 views watch video download
25) Mega-r3. games, minimax, alpha-beta 681 views watch video download
26) Mega-r4. neural nets 628 views watch video download
27) Mega-r5. support vector machines 636 views watch video download
28) Mega-r6. boosting 576 views watch video download
29) Mega-r7. near misses, arch learning 564 views watch video download

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