CS188: Introduction to Artificial Intelligence (Berkeley)

Berkeley CS188: Introduction to Artificial Intelligence

Guide

All

01-Intro
01-Intro
02-Uninformed Search
02-Uninformed Search
03-A* Search and Heuristics
03-A* Search and Heuristics
04-CSPs I
04-CSPs I
05-CSPs II
05-CSPs II
06-Game Trees I
06-Game Trees I
07-Game Trees II
07-Game Trees II
08-MDPs I
08-MDPs I
09-MDPs II
09-MDPs II
10-RL I
10-RL I
11-RL II
11-RL II
12-Probability
12-Probability
13-Bayes Nets: Representation
13-Bayes Nets: Representation
14-Bayes Nets: Independence
14-Bayes Nets: Independence
15-Bayes Nets: Inference
15-Bayes Nets: Inference
16-Bayes Nets: Sampling
16-Bayes Nets: Sampling
17-Decision Networks and VPI
17-Decision Networks and VPI
18-HMMs
18-HMMs
19-Particle Filtering
19-Particle Filtering
20-ML I: Naive Bayes
20-ML I: Naive Bayes
21-ML II: Perceptrons
21-ML II: Perceptrons
22-ML III: Neural Networks
22-ML III: Neural Networks
23-ML IV: Applications & Decision Trees
23-ML IV: Applications & Decision Trees
24-ML V: Transformers
24-ML V: Transformers
25-Applications: AI for Healthcare
25-Applications: AI for Healthcare
26-Applications: AI for Equality and Course Wrap-up
26-Applications: AI for Equality and Course Wrap-up

Winda

History and milestones in computer game playing, plus how general-purpose search algorithms produce intelligent behavior from game rules.Milestones in computer game playing and how general-purpose search algorithms produce intelligent behavior from game rules.

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