Artificial Intelligence & Machine Learning Lab

List of Experiments / Activities

1. 1Program to demonstrate different types of intelligent agents.
2. 2Program to solve AI problems (4-3 water jug, 8 -puzzle, 4 queens, 8 queens).
3. 3Program to implement uninformed search algorithm (Breadth-first search, Depth-first search, Bidirectional, Uniform Cost).
4. 4Program to implement heuristic search algorithm (Hill climbing, Best-first search, A*, AO*).
5. 5Program to implement different game playing techniques.
6. 6Program to implement various knowledge representation techniques.
7. 7Program to implement chaining algorithm (forward, backward).
8. 8Program to implement Regression (linear, multi-linear, logistic).
9. 9Program to implement Classification algorithm (Decision tree, support vector machine, K-nearest neighbor, Naïve Bayes)
10. 10Program to implement clustering algorithm (k-means, Hierarchical)
11. 11Program to implement Association rule learning techniques.
12. 12Program to implement algorithm for Reinforcement learning.
13. 13Program to pre-process a real-world data set.
14. 14Program to import and explore a dataset and identify the missing / duplicate values.
15. 15Program to split a dataset into training and testing datasets.
16. Note: The Instructor may add/delete/modify experiments, wherever he/she feels in a justified manner.