2023 2024 Student Forum > Management Forum > Main Forum

 
  #2  
6th June 2015, 10:26 AM
Super Moderator
 
Join Date: Apr 2013
Re: AI Notes IIT Kharagpur

Hello ! as you want the notes of IIT Kharagpur of the AI subject so here I am attaching an pdf file for you …

and for more information I am providing you the detailed syllabus for AI

Module 1: Introduction to Artificial Intelligence
Lesson 1 Intro to AI: What is AI ? Examples of AI systems. Approaches to AI. Brief history of AI
Lesson 2 Intelligent Agent : stimulus-response agents. components of intelligence
Module 2: Problem Solving using Search - Single agent search
Lesson 3 Introduction to State Space Search Statement of Search problems: state space graphs. Searching explicit state spaces. Feature based state spaces. Problem types, examples (puzzle problem, n-queen, the road map, traveling salesman, etc.)
Lesson 4 Uninformed Search: Formulating the state space. Greedy search, breadth-first, depth- first, iterative deepening, bidirectional search
Lesson 5 Informed Search Strategies I - Using evaluation functions. A general graph-searching algorithm. Uniform cost search, A*, admissibility of A*
Lesson 6 Informed Search Strategies II - Iterative deepening A*, recursive best first search
Module 3: Problem Solving using Search -Two agent search
Lesson 7 Adversarial search: Two agent games. Minimax
Lesson 8 Two agent games : alpha beta pruning
Module 4: Constraint satisfaction problems
Lesson 9 Constraint satisfaction problems - I Definitions, examples, constraint-graph, backtracking, forward checking, constraint propagation (arc-consistency, path-consistency)
Lesson 10 Constraint satisfaction problems II dynamic ordering, incremental repair (min-conflicts heuristic), CSP and SAT, GSAT

Module 5: Knowledge Representation and Logic - Propositional Logic
Lesson 11 Propositional logic, syntax, semantics, semantic rules, terminology - validity, satisfiability. interpretation, entailment, proof systems
Lesson 12 Propositional Logic inference rules, natural deduction, propositional resolution
Module 6: Knowledge Representation and Logic - First Order Logic
Lesson 13 First Order Logic - I Motivation, Syntax, Interpretations, semantics of quantifiers
Lesson 14 First Order Logic - II Entailment in FOL, Interpretation
Lesson 15 Inference in FOL - I First Order resolution. Conversion to clausal form.
Lesson 16 Inference in FOL - II Unification. Most general unifier. Resolution with variables Proving validity
Module 7: Knowledge Representation and Logic - Rule based Systems
Lesson 17 Rule Based Systems - I Forward chaining. Backward chaining. Conflict resolution
Lesson 18 Rule Based Systems - II
Module 8: Other representation formalisms
Lesson 19 Semantic nets
Lesson 20 Frames - I
Lesson 21 Frames - II
Module 9: Planning - 4 lectures
Lesson 22 Logic based planning situation calculus, frame problem
Lesson 23 Planning systems : Describing states and goals. STRIPs. regression planning
Lesson 24 Planning algorithm - IL25. Planning algorithm - II
Module 10: Reasoning with uncertainty - Probabilistic reasoning
Lesson 26 Reasoning with uncertain information Review of Pobability Theory
Lesson 27 Probabilistic Inference
Lesson 28 Bayes Network
Lesson 29 A basic idea of inferencing with Bayes networks
Module 11: Reasoning with uncertainty - Fuzzy Reasoning
Lesson 30 Other paradigms of uncertain reasoning. Introduction to Fuzzy sets
Lesson 31 Fuzzy set representation. Fuzzy inferences
Lesson 32 Fuzzy reasoning - continued
Module 12: Machine Learning
Lesson 33 Learning : introduction
Lesson 34 Learning from Observations.
Lesson 35 Rule induction and Decision Tree - I
Lesson 36 Rule induction and Decision Trees - II
Lesson 37 Learning and Neural Networks - I
Lesson 38 Neural Networks - II
Lesson 39 Neural Networks - III
Module 13: Natural Language Processing
Lesson 40 Issues in NLP. Natural language understanding
Lesson 41 Parsing. Natural language generation
And you can also download this pdf file for the syllabus of AI
Attached Files
File Type: pdf IIT Kharagpur AI notes .pdf (937.5 KB, 541 views)
File Type: pdf AI syllabus IIT Kharagpur.pdf (16.2 KB, 125 views)


Quick Reply
Your Username: Click here to log in

Message:
Options

Thread Tools Search this Thread



All times are GMT +5. The time now is 02:32 PM.


Powered by vBulletin® Version 3.8.11
Copyright ©2000 - 2024, vBulletin Solutions Inc.
SEO by vBSEO 3.6.0 PL2

1 2 3 4