Python Data Science Handbook - GitHub Pages
This website contains the full text of the Python Data Science Handbook by Jake VanderPlas; the content is available on GitHub in the form of Jupyter notebooks.
Preface | Python Data Science Handbook - GitHub Pages
Mar 26, 2013 · This is a book about doing data science with Python, which immediately begs the question: what is data science? It's a surprisingly hard definition to nail down, especially given how …
Machine Learning | Python Data Science Handbook - GitHub Pages
This chapter will dive into practical aspects of machine learning, primarily using Python's Scikit-Learn package. This is not meant to be a comprehensive introduction to the field of machine learning; that …
Feature Engineering | Python Data Science Handbook
This is an excerpt from the Python Data Science Handbook by Jake VanderPlas; Jupyter notebooks are available on GitHub. The text is released under the CC-BY-NC-ND license, and code is released …
Introduction to NumPy | Python Data Science Handbook
NumPy arrays form the core of nearly the entire ecosystem of data science tools in Python, so time spent learning to use NumPy effectively will be valuable no matter what aspect of data science …
Simple Scatter Plots | Python Data Science Handbook
Multicolor and multifeature scatter plots like this can be useful for both exploration and presentation of data.
In Depth: Principal Component Analysis | Python Data Science Handbook
This is an excerpt from the Python Data Science Handbook by Jake VanderPlas; Jupyter notebooks are available on GitHub. The text is released under the CC-BY-NC-ND license, and code is released …
Handling Missing Data | Python Data Science Handbook
In this section, we will discuss some general considerations for missing data, discuss how Pandas chooses to represent it, and demonstrate some built-in Pandas tools for handling missing data in …
Customizing Ticks | Python Data Science Handbook - GitHub Pages
This is an excerpt from the Python Data Science Handbook by Jake VanderPlas; Jupyter notebooks are available on GitHub. The text is released under the CC-BY-NC-ND license, and code is released …
Introducing Pandas Objects | Python Data Science Handbook
As we will see during the course of this chapter, Pandas provides a host of useful tools, methods, and functionality on top of the basic data structures, but nearly everything that follows will require an …