Index
1. Implementation of Logic programming using PROLOG DFS for water jug problem
2. Implementation of Logic programming using PROLOG BFS for tic-tac-toe problem
3. Implementation of Logic programming using PROLOG Hill-climbing to solve 8- Puzzle
Problem.
4. Introduction to Python Programming: Basic libraries – NumPy, Pandas, SciPy,
Matplotlib, Scikit Learn.
5. Implement Perceptron algorithm for OR operation
6. Implement of stochastic gradient descent algorithm .(Perceptron)
7. Implement Adaline algorithm for AND operation.
8. Implementation of Features Extraction and Selection, Normalization, Transformation,
Principal Components Analysis.
9. Implementation of Logistic regression
10. Implementation of Classifying data using Support Vector Machine (SVM).
11. Implement Elbow method for K means Clustering
12. Implementation of Bagging Algorithm: Random Forest
13. Implementation of Boosting Algorithms: AdaBoost, Stochastic Gradient Boosting, V oting
Ensemble
