Machine Learning with Python

This repository holds the projects I developed while following the "Zero to Mastery Learn PyTorch for Deep Learning" Course using Python and PyTorch.

Table of Content

Core Learning Algorithms

Link	Description
Binary_Classification_linear_model	Linear Regression model of predicting the coordinates of a straight line graph
Binary_Classification_non-linear_model	Linear Regression with Rectifier model of predicting the coordinates of a circular spread graph
Multi_Classification_model	Muiltiple Linear Regression with Rectifier layer model for predicting datapoint in a region of 2D space
Computer_vision_model_without_CNN	Muiltiple Linear Regression with Rectifier layer model for predicting clothing type. Data taken from the FashionMNIST datasets
Computer_vision_model_with_CNN	Muiltiple Linear Regression, Rectifier and 2D Convolutional Neural Network layer model for predicting clothing type. Data taken from the FashionMNIST datasets
Computer Vision Food Identifier with customised datasets	Implemented the TinyVGG Model which is a muiltiple Linear Regression, Rectifier and 2D Convolutional Neural Network layer model. I used it to make for food predicting application. Data was also transformed to increase amount of test and training data available