Rizwan-S / ML-Models-from-scratch

Implemented various basic classification and regression models from scratch.

ML-Models-from-scratch

Implemented various basic classification and regression models from scratch.

Models Implemented:

Classification

• Logistic Regression
  • Gradient Descent Approach
  • Newton's Method of Optimization
• Naive Bayes for Univariate Gaussian
• Feature correlations and visualizations for Multivariate Gaussian

Regression

• Univariate Linear Regression
  • Closed Form Solution
  • Gradient Descent Approach
  • Newton's Method of Optimization
• Multivariate Linear Regression
  • Closed Form Solution
  • Gradient Descent Approach
  • Newton's Method of Optimization