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An Introduction to Artificial Intelligence | By Prof. Mausam | IIT Delhi Free Course

An Introduction to Artificial Intelligence | By Prof. Mausam | IIT Delhi Free Course

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An Introduction to Artificial Intelligence

The course introduces the variety of concepts in the field of artificial intelligence. It discusses the philosophy of AI, and how to model a new problem as an AI problem. It describes a variety of models such as search, logic, Bayes nets, and MDPs, which can be used to model a new problem. It also teaches many first algorithms to solve each formulation. The course prepares a student to take a variety of focused, advanced courses in various subfields of AI.

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INTENDED AUDIENCE   : Undergraduate students in computer sciencePREREQUISITES   : Data Structures, ProbabilityINDUSTRY SUPPORT    : Most software companiesSummary

Course Status :Upcoming
Course Type :Elective
Duration :12 weeks
Start Date :24 Jan 2022
End Date :15 Apr 2022
Exam Date :24 Apr 2022 IST
Category :Computer Science and EngineeringArtificial IntelligenceData Science
Credit Points :3
Level :Undergraduate

This is an AICTE approved FDP course
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Course layout

Week 1  :Introduction: Philosophy of AI, Definitions
Week 2  :Modeling a Problem as Search Problem, Uninformed Search
Week 3 :Heuristic Search, Domain Relaxations
Week 4  :Local Search, Genetic Algorithms
Week 5  :Adversarial Search
Week 6  :Constraint Satisfaction
Week 7  :Propositional Logic & Satisfiability
Week 8  :Uncertainty in AI, Bayesian Networks
Week 9  :Bayesian Networks Learning & Inference, Decision Theory
Week 10:Markov Decision Processes
Week 11:Reinforcement Learning
Week 12:Introduction to Deep Learning & Deep RL

Books and references

Stuart Russell & Peter Norvig, Artificial Intelligence: A Modern Approach, Prentice-Hall, Third Edition (2009) (required).Ian GoodFellow, Yoshua Bengio & Aaron Courville, Deep Learning, MIT Press (2016).

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