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Welcome to the Earth Data Science and Machine Learning Course Series
Introduction
What is machine learning?
Machine Learning for Climate and Environmental Sustainability
Computing Environment for Class
Data Preprocessing and Feature Engineering
Data Exploration and Data Pre-Processing
Tutorial on Data Preprocessing (US Wildfires)
Assignment 1: Data Pre-Processing of Historical Tropical Cyclone Records
Introduction to Supervised Machine Learning
Supervised Machine Learning
Decision Trees and Random Forests (Wildfire cause prediction)
Assignment 2: Predicting Health Impacts from Air Quality Factors
Repository
Open issue
Index
