Progress Tracker

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