microsoft--ml-for-beginners/docs/_sidebar.md

• Introduction

  • Introduction to Machine Learning
  • History of Machine Learning
  • ML and Fairness
  • Techniques of ML

• Regression

  • Tools of the Trade
  • Data
  • Linear Regression
  • Logistic Regression

• Build a Web App

  • Web App

• Classification

  • Intro to Classification
  • Classifiers 1
  • Classifiers 2
  • Applied ML

• Clustering

  • Visualize your Data
  • K-Means

• NLP

  • Introduction to NLP
  • NLP Tasks
  • Translation and Sentiment
  • Hotel Reviews 1
  • Hotel Reviews 2

• Time Series Forecasting

  • Introduction to Time Series Forecasting
  • ARIMA
  • SVR

• Reinforcement Learning

  • Q-Learning
  • Gym

• Real World ML

  • Applications