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Preface

Introduction

Contributing
Install python and an IDE
GitHub
Conda virtual environment
Python Prerequisites

Algorithms and computational modelling

The importance of design
Designing using objects
Scientific coding in numpy
Exercises
Debug challenges
- numpy debug
Solutions

Statistical Programming

Data wrangling
Visualising data
Exercises
Solutions

Managing Data Science Projects

Version control
Deployment
Exercises
Solutions
- Python package exercise

Appendix

Acknowledgements

Appendix Basic Python

Lectures
- Python Basics
- Conditionals and Loops
Practicals

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By Thomas Monks

© Copyright 2023.