Monday, October 8, 2012

Agenda Cultural @ FIX University newsRus.com / BerkeleyX: CS188.1x Artificial Intelligence


More FIX on the NET @ FIX University Cultural Campus

Welcome to Spring Semester 2013

Fernando IX University
Locations of visitors to this page
Fernando IX University

The Best College Radio Stations





Syllabus

This syllabus is subject to change. In particular, dates for unreleased materials are only estimates and are likely to change slightly.

WeekDatesTopicSlidesVideosHomeworkDueProjectDue
19/24 - 9/30Introduction to AIsmall
large
videos
  
  • Overview
  • Agents: Perception, Decisions, and Actuation

210/1 - 10/7Search and Planningsmall
large
videosHW1: Search10/7P1: Search10/14
  • Uninformed Search (Depth-First, Breadth-First, Uniform-Cost)
  • Informed Search (A*, Greedy Search)
  • Heuristics and Optimality

310/8 - 10/14Constraint Satisfaction ProblemsHW2: CSPs10/14
  • Backtracking Search
  • Constraint Propagation (Forward Checking, Arc Consistency)
  • Exploiting Graph Structure

410/15 - 10/21Game Trees and Decision TheoryHW3: Games10/21P2: Games10/28
  • Game Trees and Tree-Structured Computation
    • Minimax, Expectimax, Combinations
    • Evaluation Functions and Approximations
    • Alpha-Beta Pruning
  • Decision Theory
    • Preferences, Rationality, and Utilities
    • Maximum Expected Utility

510/22 - 10/28Markov Decision Processes (MDPs)HW4: MDPs10/28
  • Policies, Rewards, and Values
  • Value Iteration
  • Policy Iteration

610/29 - 11/4Reinforcement Learning (RL)HW5: RL11/4P3: RL11/11
  • TD/Q Learning
  • Exploration
  • Approximation

711/5 - 11/11Conclusion and Wrap-UpPractice Final11/11

811/12 - 11/18No Lecture, Final Exam WeekFinal11/18

 

Blog Archive