eNotes

This repository contains notes that I've written over my academic journey with a focus in Machine Learning and interesting Mathematical Concepts. Best viewed on Typora or any other Markdown viewer.

Install

Clone the repository using git clone https://github.com/Ic3fr0g/eNotes.git and then view on any Markdown viewer that supports MathJax.

Table of Contents

• Machine Learning
  • Regression
    • Linear Regression
    • Logistic Regression
  • Neural Networks
    • Neural Networks
  • ML System Design
  • SVM
  • Clustering
    • K-means
    • Mean Shift Clustering
    • DBSCAN (Density Based Spatial Clustering of Applications with Noise)
    • EM-GMM (Expectation Maximization Clustering using Gausian Mixture Models)
    • Agglomerative Hierarchical Clustering
    • Source
  • Dimensionality Reduction
    • PCA
  • Anomaly Detection
  • Recommender Systems
  • Large Scale ML
• Mathematical Concepts
  • Matrices and Linear Algebra
    • SVD