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IIT Delhi Free Artificial Intelligence Course for Students | IIT Certificate – Register Now
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.
INTENDED AUDIENCE: Undergraduate students in Computer Science.
PREREQUISITES: Data Structures, Probability.
INDUSTRY SUPPORT: Most Software Companies.
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
Course Certificate:
The course is free to enroll and learn from. But if you want a certificate, you have to register and write the proctored exam conducted by us in person at any of the designated exam centres.
The exam is optional for a fee of Rs 1000/- (Rupees one thousand only).
Date and Time of Exams: 24 April 2022.
