Computer Science - Artificial Intelligence (English)

   Monday, April 21, 2025   

Starting a new Lecture Notes Series on Computer Science - Artificial Intelligence

Youtube Lecture Playlist Credits 

Channel Name: nptelhrd

So Let Us Start to This Journey of Learning 

Computer Science - Artificial Intelligence By Lecture Notes together!

Lecture 1: Artificial Intelligence: Introduction

Lecture 2: Introduction to AI

Lecture 3: AI Introduction: Philosophy

Lecture 4: AI Introduction

Lecture 5: Introduction: Philosophy

Lecture 6: State Space Search - Introduction

Lecture 7: Search - DFS and BFS

Lecture 8: Search DFID

Lecture 9: Heuristic Search

Lecture 10: Hill climbing

Lecture 11: Solution Space Search,Beam Search

Lecture 12: TSP Greedy Methods

Lecture 13: Tabu Search

Lecture 14: Optimization - I (Simulated Annealing)

Lecture 15: Optimization II (Genetic Algorithms)

Lecture 16: Population based methods for Optimization

Lecture 17: Population Based Methods II

Lecture 18: Branch and Bound, Dijkstra's Algorithm

Lecture 19: A* Algorithm

Lecture 20: Admissibility of A*

Lecture 21: A* Monotone Property, Iterative Deeping A*

Lecture 22: Recursive Best First Search, Sequence Allignment

Lecture 23: Pruning the Open and Closed lists

Lecture 24: Problem Decomposition with Goal Trees

Lecture 25: AO* Algorithm

Lecture 26: Game Playing

Lecture 27: Game Playing- Minimax Search

Lecture 28: Game Playing - AlphaBeta

Lecture 29: Game Playing-SSS *

Lecture 30: Rule Based Systems

Lecture 31: Inference Engines

Lecture 32: Rete Algorithm

Lecture 33: Planning

Lecture 34: Planning FSSP, BSSP

Lecture 35: Goal Stack Planning Sussman's Anomaly

Lecture 36: Non-linear planning

Lecture 37: Plan Space Planning

Lecture 38: GraphPlan

Lecture 39: Mod-01 Lec-39 Constraint Satisfaction Problems

Lecture 40: Mod-01 Lec-40 CSP Continued

Lecture 41: Mod-01 Lec-41 Knowlege Based Systems

Lecture 42: Mod-01 Lec-42 Knowledge Based Systems PL

Lecture 43: Mod-01 Lec-43 Propositional Logic

Lecture 44: Mod-01 Lec- 44 Resolution Refutation for PL

Lecture 45: Mod-01 Lec-45 First Order Logic (FOL)

Lecture 46: Mod-01 Lec-46 Reasoning in FOL

Lecture 47: Mod-01 Lec-47 Backward Chaining

Lecture 48: Mod-01 Lec-48 Resolution for FOL