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NPTEL

Artificial Intelligence

NPTEL and Indian Institute of Technology, Kharagpur via YouTube

Syllabus

Lecture - 1 Introduction to Artificial Intelligence.
Lecture - 2 Intelligent Agents.
Lecture - 3 State Space Search.
Lecture - 4 Uninformed Search.
Lecture - 5 Informed Search.
Lecture - 6 Informed Search - 2.
Lecture - 7 Two Players Games - I.
Lecture - 8 Two Players Games - II.
Lecture - 9 Constraint Satisfaction Problems - 1.
Lecture - 10 Constraint Satisfaction Problems 2.
Lecture - 11 Knowledge Representation and Logic.
Lecture - 12 Interface in Propositional Logic.
Lecture - 13 First Order Logic.
Lecture - 14 Reasoning Using First Order Logic.
Lecture - 15 Resolution in FOPL.
Lecture - 16 Rule Based System.
Lecture - 17 Rule Based Systems II.
Lecture - 18 Semantic Net.
Lecture - 19 Reasoning in Semantic Net.
Lecture - 20 Frames.
Lecture - 21 Planning - 1.
Lecture - 22 Planning - 2.
Lecture - 23 Planning - 3.
Lecture - 24 Planning - 4.
Lecture - 25 Rule Based Expart System.
Lecture - 26 Reasoning with Uncertainty - I.
Lecture - 27 Reasoning with Uncertainty - II.
Lecture - 28 Reasoning with Uncertainty III.
Lecture - 29 Reasoning with Uncertainty - IV.
Lecture - 30 Fuzzy Reasoning - I.
Lecture - 31 Fuzzy Reasoning - II.
Lecture - 32 Introduction to Learning - I.
Lecture - 33 Introduction to Learning - II.
Lecture - 34 Rule Induction and Decision Trees - I.
Lecture - 35 Rule Induction and Decision Trees - II.
Lecture - 36 Leavning Using neural Networks - I.
Lecture - 37 Learning Using Neural Networks - II.
Lecture - 38 Probabilistic Learning.
Lecture - 39 Natural Language Processing - I.
Lecture - 40 Natural Language Processing II.

Taught by

nptelhrd

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