Advanced Python for Data Science

Scott Gorlin

This is a sample of the book's content.Buy on Leanpub

Table of Contents

Preface

Introduction
An introduction to Advanced Python

Workflows

Continuous science
Scientific workflows
Packages and iteration
Avoiding the for loop

Skeletons

Classes, composition, and graphs
- Inheritance
- Composition
The DAG
Luigi
Graphs

Data

Dask and Parquet
Django and SQL
API’s and Data
More Meta

Algorithms

Smart & Lazy Coding
Visualization
Where We Are

Appendix

Changelog

Advanced Python for Data Science/Preface

Preface

Up next

Introduction

In this part

Introduction
What is this book?
Who is it for?
What will you learn?
The state of the book
An introduction to Advanced Python
What is Advanced Python?
Tech Requirements
Helpful Themes
Readings