CS5694 - Machine Learning using Python

This repository contains the codes for assignments done during the course CS5694. Some assignments include Regression, Classification and Neural Networks domain.

Types of problems done

• Frequently used functions in pandas library
• Multi-Layer Perceptron Model for Classification
• Naive-Bayes Categorical Classication
• Naive-Bayes Gaussian Classification

Datasets used

• buys_car.csv: one of the simple dataset given for demonstration
• forest_fires.csv: classification type dataset to predict forest fires [UCI]
• Cryotherapy.xlsx: classfication type dataset to detect effectiveness of Cryotherapy [UCI]
• tic_tac_toe.csv: Tic-Tac-Toe result prediction dataset [UCI]

Libraries used

• scikit-learn
• pandas
• numpy
• matplotlib