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Welcome to Earth Data Science and Machine Learning Course Series

The Interactive Computing Environment

Intro to JupyterLab
Intro to Unix
Intro to Git for Version Control
Assignment 1: Files, Git, and Github

Data

All About Data

The Core Python Language

Python Fundamentals
Python Functions and Classes
Organization and Packaging of Python Projects
Assignment 2: Basic Python

Scientific Python Fundamentals

Numpy and Matplotlib
More Matplotlib
Assignment 3a: Numpy and Matplotlib
Assignment 3b: More Matplotlib

Pandas

Pandas
Pandas Fundamentals
Pandas: Groupby
Lab 1: Pandas Fundamentals with Earthquake Data
Lab 2: Pandas Groupby with Hurricane Data

Xarray

Xarray for multidimensional gridded data
Xarray Fundamentals
Xarray Advanced
Lab: Xarray with Sea Surface Temperature (SST) data

Project

Final Project Requirements

Repository
Open issue

Index

By Dhruv Balwada & Kara Lamb

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