Tawfiqh / AI-from-scratch

Artificial Intelligence from scratch

Implementing Machine Learning and Deep Learning models from scratch. Class methods are set to match sci-kit learn models.

Models created:

Regression

• Linear Regression
• Lasso Regression
• Ridge Regression

Classification

• Binary Logistic Regression
• Multiclass Logistic Regression

Neural Networks

• Neural Network Regression
• Neural Network Classification
• Convolutional Neural Networl Classifier

Setting up virtual environment

$ virtualenv env
$ source env/bin/activate
$ pip3 install -r requirements.txt