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Michael Brenndoerfer
Official website of Michael Brenndoerfer, with original writing and free educational books about artificial intelligence, machine learning, data, software engineering, economics, and finance.
Their llms.txt
The beginning of the file, from our validated copy saved 2026-10-21T11:53:41.010Z. Cached copy · Source on mbrenndoerfer.com
# Michael Brenndoerfer
> Official website of Michael Brenndoerfer, with original writing and free educational books about artificial intelligence, machine learning, data, software engineering, economics, and finance.
Michael Brenndoerfer is an analytics leader and author with experience across data and AI, private equity, management consulting, and software engineering. The site is written in English.
Use the linked pages as canonical sources. This file is a curated navigation aid for inference-time use, not an exhaustive URL inventory or a crawling directive. See the XML sitemap for all indexable pages and robots.txt for crawler access rules.
## Site
- [Home](https://mbrenndoerfer.com/): Overview and recently published work
- [About Michael Brenndoerfer](https://mbrenndoerfer.com/about): Professional experience, education, and background
- [Writing](https://mbrenndoerfer.com/writing): Articles, tutorials, and educational chapters
- [Books](https://mbrenndoerfer.com/books): Free online books about AI, machine learning, and finance
- [Academy](https://mbrenndoerfer.com/academy): Courses and guided learning paths
- [Tokens](https://mbrenndoerfer.com/tokens): Newsletter covering notable developments in AI
- [Publications](https://mbrenndoerfer.com/publications): Academic and professional publications
- [Contact](https://mbrenndoerfer.com/contact): Ways to contact Michael Brenndoerfer
## Books
- [Machine Learning from Scratch](https://mbrenndoerfer.com/books/machine-learning-from-scratch): Learn the math and intuition behind machine learning algorithms, then implement them in Python. Status: Published.
- [Language AI Handbook](https://mbrenndoerfer.com/books/language-ai-handbook): Start with classical NLP, then work through transformers, LLM training, evaluation, and production. Status: In Progress.
- [Build a GPT from Scratch](https://mbrenndoerfer.com/books/gpt-from-scratch): Build a small GPT in PyTorch, one step at a time, from transformer math to training and text generation. Status: In Progress.
- [World Models Handbook](https://mbrenndoerfer.com/books/world-models-handbook): Learn how AI systems represent state, predict dynamics, imagine futures, and choose actions, from classical control to foundation world models. Status: Published.
- [AI Agent Handbook](https://mbrenndoerfer.com/books/ai-agent-handbook): Learn how to build reliable AI agents with reasoning, memory, tools, evaluation, and production safeguards. Status: Published.
- [History of Language AI](https://mbrenndoerfer.com/books/history-of-language-ai): Follow the history of NLP and language models, from information theory and symbolic AI to transformers and LLMs. Status: Published.
- [Quantitative Finance](https://mbrenndoerfer.com/books/quantitative-finance): Learn quantitative finance from pricing and portfolio construction through backtesting, execution, and production systems. Status: Published.
## Writing Topics
- [Data, Analytics & AI](https://mbrenndoerfer.com/writi
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