Machine Learning Basics
- YouTube: Machine Learning course by freeCodeCamp
- YouTube: Machine Learning Crash Course by Google Developers
- Course: Machine Learning by Andrew Ng (Coursera)
- Article: Datacamp
- Book: "Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow" by Aurélien Géron
- GitHub Repo: Code Examples for "Hands-On Machine Learning"
Supervised Learning
- YouTube: Supervised Learning Explained by StatQuest
- YouTube: Supervised Learning Tutorials by Sentdex
- YouTube: Supervised Learning Tutorials by Simply learn
- Article: Scikit-Learn Supervised Learning Documentation
- Book: "Pattern Classification" by Richard O. Duda et al.
- GitHub Repo: Python Machine Learning Book Code Examples
Unsupervised Learning
Model Evaluation
Feature Engineering
- YouTube: Feature Selection Techniques by Krish Naik
- Article: Towards Data Science - Feature Engineering Guide
- Article: Scikit-Learn Preprocessing Documentation
- Book: "Evaluating Machine Learning Models" by Alice Zheng
- Book: "Python Feature Engineering Cookbook" by Soledad Galli
- GitHub Repo: feature-engineering-book by alicezheng