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A primer on Data Science in Astronomy

Introduction

Preface
Prerequisites

Data & workflow management

What is UNIX, and why is it Important?
HPC introduction
SLURM Scheduler and batch system
HPC for MPIA
Workflow design

Essential of Python

Essential of Python programming for Data Science
Python Virtual environment
Python: Basics
Python: Scripts and Notebooks
Python: Structuring your projects
Python: An Introduction to Numpy
Python: Visualization
Python: Pandas
Python: Principles of Object Oriented Programming in Python
Python Decorators
Optimizing Scientific Python codes
Python: Type and annotations

Data Science

Introduction to Machine Learning 2023
Introduction to Scikit-learn
Introduction to Deep Learning & Neural Networks
Non-linear regression with PyTorch and neural networks
Deep Learning and optimizers
Predicting galaxy redshifts from 3D-HST

other chapters

Markdown Files
Content with notebooks

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By Morgan Fouesneau

© Copyright 2022.