2017-06-20

Artificial Intelligence Recitations

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source: Jessica Noss    2016年12月14日

6.034 Recitation 1: Rule-Based Systems 46:00
Topics covered:
1. Definitions
2. Forward chaining - matching vs firing
3. Backward chaining - constructing a goal tree with AND/OR nodes - writing a list of hypotheses tested - short-circuiting - backtracking for bindings
Example problem: 2010 Quiz 1
6.034 Recitation 2: Games (Adversarial Search) 42:22
6.034 Recitation 3: Search 54:11
6.034 Recitation 3b: Games review 11:28
6.034 Recitation 4: Constraint Satisfaction Problems 47:00
6.034 Recitation 5: k-Nearest Neighbors & Identification Trees 49:10
6.034 Recitation 6: Neural Nets 44:43
6.034 Recitation 7: Support Vector Machines (SVMs) 52:05
6.034 Recitation 8: Quiz 3 review (Neural Net + SVM problems) 47:52
6.034 Recitation 9: Bayesian Inference 55:58
6.034 Recitation 10: Boosting (Adaboost) 51:57
6.034 Recitation 13: Lightning Review & Farewell 29:40

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