Machine Learning Workbook PDF: scikit-learn Python Exercises with Answers and Code Pack

Learn machine learning the practical way with scikit-learn. This printable workbook takes you from your first model to honest testing, pipelines, tuning and clustering, with 60 exercises, 3 mini projects and full answers. A code pack lets you run everything.

WHAT YOU GET
- A4 PDF and US Letter PDF (59 pages)
- Code pack (.zip) with practice files, exercises and model answers
- Hyperlinked tabs and contents page for tablets

WHAT'S INSIDE
- 10 chapters: the scikit-learn pattern, preparing data, regression, classification, judging a classifier, trees and forests, cross-validation and tuning, pipelines and messy data, clustering and PCA, and good habits and saving models
- 60 exercises in three styles: Predict the output, Fix the bug and Write the code
- 3 mini projects: a house price model, a customer churn warning and a wine explorer
- Full answers with the real output for every exercise and project
- Code pack: two practice CSV files plus exercises.py and solutions.py so you can run any exercise in one command

WHO IT IS FOR
People who know basic Python and a little pandas or NumPy, students, career changers and anyone moving into data or AI.

IMPORTANT TO KNOW
- This is a digital download. Nothing is posted to you.
- You get an A4 PDF, a US Letter PDF and a code pack (.zip). Print at Actual size or 100 percent.
- Works in GoodNotes, Notability and other PDF apps. The tabs and contents page are hyperlinked.
- You need Python 3, scikit-learn and pandas (all free). Every answer was tested with scikit-learn 1.9 and Python 3.13.
- For personal use only. Please do not share, resell or redistribute the files.

Questions before you buy? Send me a message and I will be happy to help.