Machine-Learning-

Assignment and lab codes of Machine Learning taught at IIIT-A. Name of Faculty :- Prof. Shekhar Verma , IIIT Allahabad

Implement the following

1. Distance and norm a. Norms L1, L2, ... , Lp, . . , Lp q b. Mahalanobis distance c. Bhattacharya distance

2. Implementation of Techniques a. k nearest neighbor algorithm b. Perceptron algorithm c. Kernel Perceptron algorithm d. SVM (hard margin and soft margin) e. Kernel SVM (hard margin and soft margin) Note:

3. Generation of data a. Generate data using Gaussian distribution using i. mean=1 and Variance = 5; mean=4 and Variance = 5) ii. mean=1 and Variance = 5; mean=4 and Variance = 10)

4. Use mini batch

5. Use SGD

6. Use different kernels with different parameters