cs 188

2024-05-15


Welcome to CS188! Thank you for your interest in our materials developed for UC Berkeley's introductory artificial intelligence course, CS 188. In the navigation bar above, you will find the following: A sample course schedule from Spring 2014. Complete sets of Lecture Slides and Videos.

CS 188. Introduction to Artificial Intelligence. Catalog Description: Ideas and techniques underlying the design of intelligent computer systems. Topics include search, game playing, knowledge representation, inference, planning, reasoning under uncertainty, machine learning, robotics, perception, and language understanding.

My research interests are in algorithmic human-robot interaction, and lie at the intersection of robotics, machine learning, and HCI. My goal is to enable robots to work with and around people, and I employ techniques from optimal control, manipulation, Bayesian inference, and cognitive science to do so.

This syllabus is subject to change! Note that unreleased project out and due dates are just guesses and will likely change somewhat.

Author (Bayes' Nets notes): Josh Hug and Jacky Liang, edited by Regina Wang. Author (Logic notes): Henry Zhu, edited by Peyrin Kao. Credit (Machine Learning and Logic notes): Some sections adapted from the textbook Artificial Intelligence: A Modern Approach. Last updated: August 26, 2023.

What's Left in CS188. Core material: Neural networks, backprop (today) Optimizers, model architectures, learning theory (tomorrow) Special topics: Model architectures (Weds; preview of CS182/282) Natural language processing (Thurs; preview of CS288) Computer vision (Mon of next week; preview of CS280) Reinforcement learning (Tues of next week;

Description. This course will introduce the basic ideas and techniques underlying the design of intelligent computer systems. A specific emphasis will be on the statistical and decision-theoretic modeling paradigm. By the end of this course, you will have built autonomous agents that efficiently make decisions in fully informed, partially ...

CS 188: Artificial Intelligence Optimization and Neural Networks [These slides were created by Dan Klein, Pieter Abbeel, Anca Dragan for CS188 Intro to AI at UC Berkeley. All CS188 materials are available at http://ai.berkeley.edu.]

CS 188: Artificial Intelligence Adversarial Search Dan Klein, Pieter Abbeel University of California, Berkeley Game Playing State-of-the-Art Checkers: 1950: First computer player. 1994: First computer champion: Chinook ended 40-year-reign of human champion Marion Tinsley using complete 8-piece endgame. 2007: Checkers solved!

CS 188 Spring 2023 Announcements Week 16 Announcements (RRR) May 1 Announcements. Review discussion topics and OH slots are updated on the website calendar. Project party (Monday, 7-9pm) and HW Party (Friday, 7-9pm) are cancelled. Please fill out the course evaluations, as it helps us keep improving the course! ...

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