Udacity – Introduction to Artificial Intelligence

Udacity – Introduction to Artificial Intelligence
Author: Peter Norvig and Sebastian Thrun
Size: 4.42 GB
Language: English
קוד:
    Home page: 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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