Starting a new Lecture Notes Series on Fundamentals of Artificial Intelligence
Youtube Lecture Playlist CreditsChannel Name: NPTEL IIT Guwahati
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Fundamentals of Artificial Intelligence By Lecture Notes together!
Lecture 1: Fundamentals of Artificial Intelligence
Lecture 2: Lec 01: Introduction to AI
Lecture 4: Lec 03: Uniformed Search
Lecture 5: Lec 04: Heuristic Search
Lecture 6: Lec 05: Informed Search
Lecture 7: Lec 06: Constraint Satisfaction Problems
Lecture 8: Lec 07: Searching AND/OR Graphs
Lecture 9: Lec 08: Game Playing
Lecture 10: Lec 09: Minimax + Alpha-Beta
Lecture 11: Lec 10: Introduction to Knowledge Representation
Lecture 12: Lec 11: Propositional Logic
Lecture 13: Lec 12: First Order Logic -I
Lecture 14: Lec 13: First Order Logic -II
Lecture 15: Lec 14: Inference in First Order Logic - I
Lecture 16: Lec 15: Inference in FOL - II
Lecture 17: Lec 16: Answer Extraction
Lecture 18: Lec 17: Procedural Control of Reasoning
Lecture 19: Lec 18: Reasoning under Uncertainty
Lecture 20: Lec 19: Bayesian Network
Lecture 21: Lec 20: Decision Network
Lecture 22: Lec 21: Introduction to Planning
Lecture 23: Lec 22: Plan Space Planning
Lecture 24: Lec 23: Planning Graph and GraphPlan
Lecture 25: Lec 24: Practical Planning and Acting
Lecture 26: Lec 25: Sequential Decision Problems
Lecture 27: Lec 26: Making Complex Decisions
Lecture 28: Lec 27: Introduction to Machine Learning
Lecture 29: Lec 28: Learning Decision Trees
Lecture 30: Lec 29: Linear Regression
Lecture 31: Lec 30: Support Vector Machines
Lecture 32: Lec 31: Unsupervised Learning
Lecture 33: Lec 32: Reinforcement Learning
Lecture 34: Lec 33: Learning in Neural Networks
Lecture 35: Lec 34: Deep Learning: A Brief Overview