Download Notebooks

Download Jupyter Notebooks¶

All chapters and materials are available as Jupyter notebooks (.ipynb) that you can download and run locally on your computer.

Download All Notebooks¶

Get all notebooks in a single zip file:

📦 Download All Notebooks (ZIP)

Individual Notebooks¶

Part 1 - Foundations of Probability¶

• Chapter 1: Introduction to Probability and Python Setup

• Chapter 2: Sample Spaces and Events

• Chapter 3: Probability Axioms and Basic Rules

Part 2 - Conditional Probability and Independence¶

• Chapter 4: Conditional Probability

• Chapter 5: Independence

Part 3 - Random Variables and Distributions¶

• Chapter 6: Discrete Random Variables

• Chapter 7: Continuous Random Variables

• Chapter 8: Expectation and Variance

• Chapter 9: Important Discrete Distributions

• Chapter 10: Important Continuous Distributions

Part 4 - Multiple Random Variables¶

• Chapter 11: Joint Distributions

• Chapter 12: Covariance and Correlation

• Chapter 13: Conditional Expectation

Part 5 - Limit Theorems and Their Significance¶

• Chapter 14: Moment Generating Functions

• Chapter 15: The Central Limit Theorem

Part 6 - Advanced Topics and Applications¶

• Chapter 16: Markov Chains

• Chapter 17: Poisson Processes

• Chapter 18: Introduction to Bayesian Statistics

• Chapter 19: Basic Statistical Inference

• Chapter 20: Monte Carlo Methods

• Chapter 21: Applications and Case Studies

Exercises and Labs¶

• Chapter 4 Exercises

• Chapter 4 Lab

• Chapter 5 Lab

Appendices¶

• Appendix A: Python Programming Primer

• Appendix B: Key Mathematical Concepts

• Appendix C: Common Probability Distributions Reference

• Appendix D: Solutions to Selected Exercises

• Appendix E: Further Resources

How to Use Downloaded Notebooks¶

1. Extract the ZIP file (if you downloaded the complete archive)

2. Install Jupyter: pip install jupyter notebook

3. Install required packages: pip install -r requirements.txt

4. Launch Jupyter: jupyter notebook

5. Open and run any notebook file

Requirements¶

To run these notebooks, you’ll need Python 3.11+ and the following packages:

• jupyter-book

• matplotlib

• matplotlib-venn

• numpy

• pandas

• scipy

• seaborn

• sympy

Install all requirements with:

pip install -r requirements.txt

Alternative: Run in the Cloud¶

Don’t want to install anything locally? You can also:

• 🚀 Run in browser: Most pages have an interactive JupyterLite option

• ☁️ Launch on Binder: Click the Binder badge on any chapter to run in the cloud