Run it as the book did
Every example runs on the versions the book pins, so you see the output the book shows.
The Lab
Open any chapter as a notebook on a machine of your own, with the book's exact versions and data. Run every example, change it, and keep what you build. Nothing to install.
40 hours a month with Member, from $25 a month. Reading stays free for everyone.
Why it matters
Here's one chapter, and what it takes on your own machine compared with in the Lab.
In the Lab
Each chapter opens in JupyterLab, every example a cell, on the book's exact Python and libraries.
Every example runs on the versions the book pins, so you see the output the book shows.
Change the code, add cells, and try your own ideas on the book's code and data. Reset to the book whenever you like.
Your notebooks are saved for each chapter and edition, and kept for 12 months after you last open them.
Courses set assignments you complete in the Lab, and they're graded there.
How it works
On any chapter of a book, choose Open in Lab. There's nothing to install.
A machine of your own starts with the book's environment and notebook.
Hours count only while it's open, and it stops after 15 minutes idle.
JupyterLab works best on a laptop or a desktop.
Members get the Lab
40 hours a month with Member. Reading stays free for everyone.
From $25 a month