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QuantEcon DataScience

Chase Coleman, Spencer Lyon, and Jesse Perla

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Creative Commons License – This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International.

Contents

Introduction

Introduction
Course Description
Getting Started
Cloud Setup
Local Installation
Troubleshooting

Python Fundamentals

Python Fundamentals
Basics
Collections
Control Flow
Functions

Scientific Computing

Scientific Computing
Introduction to Numpy
Plotting
Applied Linear Algebra
Randomness
Optimization

Pandas

DataFrames and Series in Pandas
Introduction
Basic Functionality
The Index
Storage Formats
Cleaning Data
Reshape
Merge
GroupBy
Time series

Data Science Tools

Data Science Tools
Intermediate Plotting
Mapping in Python
Data Visualization: Rules and Guidelines
Regression
Classification

Applications

Applications
Machine Learning in Economics
Social and Economic Networks
Case Study: Recidivism
Working with Text
Heterogeneous Effects

QuantEcon

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