Machine-Learning-

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

Implement the following

Distance and norm a. Norms L1, L2, ... , Lp, . . , Lp q b. Mahalanobis distance c. Bhattacharya distance
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:
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)
Use mini batch
Use SGD
Use different kernels with different parameters

Name		Name	Last commit message	Last commit date
IIT2018031_RAUSHAN_A01.zip		IIT2018031_RAUSHAN_A01.zip
IIT2018031_RAUSHAN_A01_Q01_a.ipynb		IIT2018031_RAUSHAN_A01_Q01_a.ipynb
IIT2018031_RAUSHAN_A01_Q01_b.ipynb		IIT2018031_RAUSHAN_A01_Q01_b.ipynb
IIT2018031_RAUSHAN_A01_Q01_c.ipynb		IIT2018031_RAUSHAN_A01_Q01_c.ipynb
IIT2018031_RAUSHAN_A01_Q02_a.ipynb		IIT2018031_RAUSHAN_A01_Q02_a.ipynb
IIT2018031_RAUSHAN_A01_Q02_b.ipynb		IIT2018031_RAUSHAN_A01_Q02_b.ipynb
IIT2018031_RAUSHAN_A01_Q02_c.ipynb		IIT2018031_RAUSHAN_A01_Q02_c.ipynb
IIT2018031_RAUSHAN_A01_Q02_d_Hard-margin.ipynb		IIT2018031_RAUSHAN_A01_Q02_d_Hard-margin.ipynb
IIT2018031_RAUSHAN_A01_Q02_d_Soft-margin.ipynb		IIT2018031_RAUSHAN_A01_Q02_d_Soft-margin.ipynb
IIT2018031_RAUSHAN_A01_Q02_e_Hard-margin_kernel.ipynb		IIT2018031_RAUSHAN_A01_Q02_e_Hard-margin_kernel.ipynb
IIT2018031_RAUSHAN_A01_Q02_e_Soft-margin.ipynb		IIT2018031_RAUSHAN_A01_Q02_e_Soft-margin.ipynb
IIT2018031_RAUSHAN_A02.zip		IIT2018031_RAUSHAN_A02.zip
ML_A1.pdf		ML_A1.pdf
README.md		README.md

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