Udacity – Introduction to Artificial Intelligence
[b]Author:[/b] [i]Peter Norvig and Sebastian Thrun[/i] [b]Size:[/b] [i]4.42 GB[/i] [b]Language:[/b] [i]English[/i] [b]Home page:[/b] https://www.udacity.com/course/cs271
Class Summary
The objective of this class is to teach you modern AI. You will learn about the basic techniques and tricks of the trade. We also aspire to excite you about the field of AI.
What Should I Know?
Some of the topics in Introduction to Artificial Intelligence will build on probability theory and linear algebra. You should have understanding of probability theory comparable to that at our ST101: Introduction to Statistics class
What Will I Learn?
This class introduces students to the basics of Artificial Intelligence, which includes machine learning, probabilistic reasoning, robotics, and natural language processing.
Syllabus
Overview of AI
Statistics, Uncertainty, and Bayes networks
Machine Learning
Logic and Planning
Markov Decision Processes and Reinforcement Learning
Hidden Markov Models and Filters
Adversarial and Advanced Planning
Image Processing and Computer Vision
Robotics and robot motion planning
Natural Language Processing and Information Retrieval
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