# Tarek Amr

> Personal website of Tarek Amr — data scientist, author, and writer. Articles on machine learning, statistics, data science, philosophy, and economics, available in English, Arabic, and Dutch.

## Pages

- [Hands-On Machine Learning with Scikit-Learn](https://tarekamr.com/pages/en/hands_on_machine_learning_with_scikit_learn): A practical guide to supervised and unsupervised machine learning algorithms in Python.
- [Generalized Linear Models (GLM)](https://tarekamr.com/pages/en/generalized-linear-models): Theory and Scikit-Learn implementation of GLMs.
- [Survival Analysis Instead of Regression](https://tarekamr.com/pages/en/survival-analysis-instead-of-regression): When and why to use survival analysis over standard regression.
- [Kaplan-Meier Survival Analysis](https://tarekamr.com/pages/en/kaplan-meier-survival-analysis): Introduction to the Kaplan-Meier estimator for survival data.
- [Confidence Intervals](https://tarekamr.com/pages/en/confidence-intervals): A gentle introduction to confidence intervals.
- [Binomial vs Beta Distribution](https://tarekamr.com/pages/en/binomial-versus-beta-distribution): Understanding the relationship between the binomial and beta distributions.
- [Modern Portfolio Theory](https://tarekamr.com/pages/en/modern-portfolio-theory): An overview of modern portfolio theory and its applications.
- [Long Tail Paradox](https://tarekamr.com/pages/en/long-tail-paradox): Exploring the long tail paradox in data and business.
- [Return of Dynamic Typing](https://tarekamr.com/pages/en/return-of-dynamic-typing): Thoughts on the resurgence of dynamic typing in modern software.
- [pytest Assert](https://tarekamr.com/pages/en/pytest-assert): How to use assertions effectively in pytest.
- [Speaking with Confidence](https://tarekamr.com/pages/en/speaking-with-confidence): Tips and insights on public speaking.
- [Where Does Morality Come From?](https://tarekamr.com/pages/en/where-does-morality-come-from): A philosophical look at the origins of morality.
- [Why the West Became Advanced](https://tarekamr.com/pages/en/why-the-west-became-advanced): Historical and economic analysis of Western advancement.
- [YC Summer 2025 Batch Trends](https://tarekamr.com/pages/en/yc_summer_2025batch_trends): Analysis of trends in the Y Combinator Summer 2025 batch.
- [AI Between Atoms and Bits](https://tarekamr.com/pages/ai-between-atoms-and-bits): Reflections on AI in the physical and digital worlds.

## Other

- [Publications](https://tarekamr.com/publications): Books and academic publications by Tarek Amr.
- [Projects](https://tarekamr.com/projects): Open-source and personal projects.