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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

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By Kara Lamb

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