Lectures

( Practice Questions - Classification Tree and Naive Bayes ) ||  ||
 * **S.#** || **Date** || **Day** || **Topics** || **Download** || ** Assignments ** || **Comments** ||
 * 1 || 01/02/10 || Monday || Course Contents, Marks Distributions, How to Define Intelligence, History of Artificial Intelligence, Turing Test, Popular AI Competitions || [[file:Introduction to AI Unit 1.pdf]] ||  || Chapter 1 (Jones), Chapter 1 (Coppin) ||
 * 2 || 04/02/10 || Thursday || Problem Solving as Search, Missionaries and Cannibals Problem, Tower of Hanoi, Traversing a Maze, Representing Physical Space as Tree, Breadth-First Search, Depth-First Search, Iterative Deepening Search || [[file:Introduction to AI Unit 2.pdf]] ||  || Chapter 2 (Jones), Chapter 3 (Coppin) ||
 * 3 || 08/02/10 || Monday || Recap of BFS, DFS and IDS, Heuristics: Definition and Examples, Best-First Search, 8-Puzzle Problem || [[file:Introduction to AI Unit 3.pdf]] ||  ||   ||
 * 4 || 11/02/10 || Thursday || A* Search, Path Finding using A* and Best-First Search || [[file:Introduction to AI Unit 4.pdf]] ||  || Chapter 3 (Jones), Chapter 4 (Coppin) ||
 * 5 || 15/02/10 || Monday || Search in Game Trees, Minimax Algorithm, Alpha-Beta Pruning ||  || Assignment # 1 (Due on March 1, 10) || Chapter 4 (Jones), Chapter 6 (Coppin) ||
 * 6 || 18/02/10 || Thursday || Alpha-Beta Pruning (Cont'd), Quiz || [[file:Introduction to AI Unit 5.pdf]] ||  ||   ||
 * 7 || 25/02/10 || Thursday || Machine Learning, Classification Examples, Induction of Classification/Decision Trees using GINI Index || [[file:Introduction to AI Unit 6.pdf]] ||  || Chapter 6 (Jones), Chapter 10 (Coppin) ||
 * 8 || 01/03/10 || Monday || Induction of Decision Trees using Entropy, Pruning of Tree, Weka Demo ||  ||   ||   ||
 * 9 || 04/03/10 || Thursday || Review of Quiz-1 and Alpha-Beta Pruning, Naive Bayes || [[file:Introduction to AI Unit 7.pdf]] ||  ||   ||
 * 10 || 08/03/10 || Monday || Naive Bayes (Cont'd), Performance Evaluation: Accuracy, Weighted Accuracy, Recall and Precision ||  || [[file:Practice Question - Classification Tree.pdf]]
 * || 13/03/10 ||  || **Midterm I** ||   ||   ||   ||
 * 11 || 18/03/10 || Thursday || Artificial Neural Networks: History and Motivation, Single Layer and Multi-layer Perceptrons, Backpropagation Algorithm || [[file:Introduction to AI Unit 8.pdf]] || Assignment # 2 (Due on April 4, 10) || Chapter 8 (Jones), Chapter 11 (Coppin) ||
 * 12 || 22/03/10 || Monday || Artificial Neural Networks (Cont'd), Midterm-I Review ||  ||   ||   ||
 * 13 || 25/03/10 || Thursday || Predicate Logic and Prolog || [[file:Introduction to AI Unit 9.pdf]] ||  || Chapter 5 (Jones), Chapter 7 (Coppin) ||
 * 14 || 29/03/10 || Monday || Introduction to Bayesian Networks, Advantages in Knowledge Acquisition, Modeling of BN || [[file:Introduction to AI Unit 10.pdf]] ||  || Chapter 12 (Coppin) ||
 * 15 || 01/04/10 || Thursday || Computation of Joint Distribution, Bayesian Inference Mechanism || [[file:Introduction to AI Unit 11.pdf]] ||  || Chapter 12 (Coppin) ||
 * 16 || 05/04/10 || Monday || Unit # 11 (Cont'd), Demo of IBAyes ||  || Assignment # 3 (Due on April 18, 10) ||   ||
 * 17 || 08/04/10 || Thursday || Inference in Singly Connected Networks, d-Separation, Markov Blanket || [[file:Introduction to AI Unit 12.pdf]] ||  ||   ||
 * 18 || 12/04/10 || Monday || Term Projects Proposal Presentations, Inference Mechanism ||  || Project Topics ||   ||
 * 19 || 15/04/10 || Thursday || Revision ||  ||   ||   ||
 * ||  ||   || **Midterm II** ||   ||   ||   ||
 * 20 || 29/04/10 || Thursday || Guest Lecture by Mr. Meesum Raza of TRG (SATMAP Application using Neural Networks) || [[file:IBA Presentation.pdf]] ||  ||   ||
 * 21 || 03/05/10 || Monday || Evolutionary Algorithms: History, Inspiration, Typical EA Cycle, Crossover and Mutation Operators, Selection Schemes, Traveling Salesman Problem || [[file:Introduction to AI Unit 13.pdf]] ||  || Chapter 7 (Jones), Chapters 13 & 14 (Coppin) ||
 * 22 || 06/05/10 || Thursday || Ant Colony Optimization || [[file:Introduction to AI Unit 14.pdf]] ||  || Chapter 12 (Jones) ||
 * 23 || 10/05/10 || Monday || ACO (Cont'd), Quiz # 3 ||  ||   ||   ||
 * 24 || 13/05/10 || Thursday || HW # 4 Presentations ||  ||   ||   ||
 * 25 || 17/05/10 || Monday || AI in Video Games, Quiz # 4 || [[file:Introduction to AI Unit 15.pdf]] ||  ||   ||
 * 26 || 24/05/10 || Monday || Fuzzy Logic || [[file:Introduction to AI Unit 16.pdf]] ||  || Chapter 12 (Jones), Chapter 18 (Coppin) ||
 * 27 || 27/05/10 || Thursday || Revision ||  ||   ||   ||
 * 28 || 01/06/10 || Tuesday || Project Presentations ||  ||   ||   ||
 * 29 || 01/06/10 || Tuesday || Project Presentations (Cont'd) ||  ||   ||   ||

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