The 24-hour applied coding blueprint
Learn Python & Machine Learning — by actually building.
No fluff. 24 focused lessons, code you write yourself, and two real projects for your portfolio.
A 74-page, 2-in-1 ebook that takes you from your first Python script to a complete machine learning workflow. Work through practical code labs, build an expense tracker, and train your own prediction model—with exercises, self-checks, and reference sheets to revisit as you learn.
This is for you if…
You're starting from zero
Step-by-step guidance — from installing Python to running your first script.
You want skills, not buzzwords
Every lesson has a code lab, an exercise and a quick self-check.
You're curious about AI
Understand how machine learning really works and train your own models.
from sklearn.linear_model import LinearRegression
model = LinearRegression()
model.fit(X_train, y_train)
# your first model — done.
print(model.predict(X_test[:2]))24 lessons. One orbit.
Hover to pause.
What you'll learn
Part I · Python Programming
- 01The Developer Mindset
- 02Setup, Terminal & Your First Script
- 03Variables, Types & Expressions
- 04Strings & User Input
- 05Decisions with if / elif / else
- 06Loops & Repetition
- 07Lists, Tuples, Sets & Dictionaries
- 08Functions & Reusable Logic
- 09Files, CSV & JSON
- 10Errors, Debugging & Tests
- 11Modules, Packages & Environments
- 12Mini Project: Expense Tracker
Part II · Machine Learning
- 13What Machine Learning Actually Does
- 14Data Literacy & Exploratory Analysis
- 15Numerical Thinking with NumPy
- 16Train, Validation & Test Splits
- 17Regression: Predicting a Number
- 18Classification: Predicting a Category
- 19Pipelines & Data Preparation
- 20Trees, Ensembles & Overfitting
- 21Cross-Validation & Better Experiments
- 22Unsupervised Learning & Clustering
- 23Responsible ML: Privacy, Bias & Limits
- 24ML Capstone: Full Prediction Workflow
Bonus: Pro-level labs · 24-hour study plan · Cheat sheet · ML checklist · Glossary · Challenges
Your first step into code.
The complete ebook (PDF, 74 pages) — yours forever.
- ✓24 lessons + code labs
- ✓2 portfolio projects
- ✓All bonus materials
- ✓Instant access
🔒 Secure checkout via Digistore24 · 60-day money-back guarantee
What learners say
Example testimonials — individual results vary.
"I tried three Python courses before this one. TFP Pass Pro is the first that actually made me type code every lesson. Finished the ML capstone in two weekends."
"The 24-hour study plan is genius. Clear, practical and no filler. I finally understand train/test splits."
"Worth every cent. The expense tracker project went straight into my portfolio and helped me land interviews."
"Beautifully structured. The self-check questions after each lesson kept me honest."
"I'm a marketer with zero coding background. Now I build simple prediction models for our campaigns."
"The responsible ML chapter alone is worth it. Professional, modern and very easy to follow."