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7th July 2018, 11:09 PM
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Re: IIT Delhi Artificial Intelligence

I want to get the details of Artificial Intelligence course of Indian Institute of Technology IIT Delhi so can you provide me?
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7th July 2018, 11:10 PM
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Join Date: Aug 2012
Re: IIT Delhi Artificial Intelligence

I am providing you the details of Artificial Intelligence course of Indian Institute of Technology IIT Delhi

IIT Delhi Artificial Intelligence Course-

CSL333/CSL671 - Artificial Intelligence

Course Contents-

Introduction; philosophy of intelligent agents; uninformed search; heuristic search; local search; constraint satisfaction; logic and satisfiability; adversarial search; classical planning; decision theory; Markov decision processes; Bayesian networks representation, inference and learning; reinforcement learning; basics of supervised, semi-supervised and unsupervised learning; intro to NLP; intro to information retrieval; submodularity; current research trends.

Topics & Lecture -

Introduction

Uninformed search

Informed search

Programming Assignment 1

Local search

Adversarial search

Constraint Satisfaction

Programming Assignment 2

Logic and Satisfiability

Advanced Satisfiability

Classical Planning

Programming Assignment 3

Agent Architectures

Decision Theory

Markov Decision Processes

Reinforcement Learning

Programming Assignment 4

Bandits and Monte Carlo Tree Search

Programming Assignment 5 (updated Apr 22)

Intro to Probability

Bayesian Networks Representation

Bayesian Networks Inference and Learning

Intro to NLP

Machine Learning Intro and Algorithms

Textbook

Stuart Russell & Peter Norvig, Artificial Intelligence: A Modern Approach,
Prentice-Hall, Third Edition (2009) (required).

Grading

Assignments: 50%; Minor (each): 10%; Final: 30%; Class participation, online discussions: extra credit.

Contact-

Indian Institute of Technology Delhi
Hauz Khas, New Delhi, Delhi 110016
011 2659 7135


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