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AI-LLM-ML-CS-Quant-Readings

Taking notes on AI, LLM, Machine Learning, Computer Science & Quant Finance.

Contents


Star History

Star History Chart


1. LangGraph & Cursor AI

Markdown Notes

GitHub Projects

2. DeepSeek

DeepSeek Theory & Research Paper Notes

Educative: Everything You Need to Know About DeepSeek | Markdown Notes

Zomi酱-Bilibili | Github | Markdown Notes

DeepSeek Developer Practice

DeepSeek应用开发实战-极客时间-邢云阳 | Markdown Notes

3. Foundations of LLMs

大模型基础,毛玉仁等 - 2024,浙大

Course Github | Course Video | Textbook | PDF Notes

4. AI LLM

LLM Systems

AI大模型系统实战-极客时间-Tyler | Markdown Notes

LLM Projects

AI大模型项目落地实战-极客时间-蓝金伟 | Markdown Notes

大模型应用开发实战-极客时间-黄佳 | Markdown Notes

AI Agent智能体实战-极客时间-周文洋 | Markdown Notes

RAG

RAG快速开发实战-极客时间-常扬 | Markdown Notes

Cheat Sheet

Markdown Notes

5. NVIDIA GTC | AI Conference for Developers

image

GTC 2024 Notes

GTC 2025 Notes

6. System Design Interview

Book

System Design Interview, An Insider's Guide, Second Edition - by Alex Xu 2020, Chinese translation 2023

Book Link | PDF Notes

Educative

Educative - System Design Interview | PDF Notes | Markdown Notes

GenAI System Design

Educative - GenAI System Design | Markdown Notes

7. Computer Systems

计算机底层的秘密,陆小风 - 2023,电子工业出版社

Book Link | PDF Notes

image

8. Big Data and AI in Finance, Econometrics and Statistics Conference, UChicago 2024

BDAI Conference, 2024 Oct 3-5, UChicago

Abstract PDF | Agenda PDF

9. C++ Design Patterns and Derivatives Pricing

C++ Design Patterns and Derivatives Pricing (Mathematics, Finance and Risk, Series Number 2) 2nd Edition, by M. S. Joshi

Book Link | PDF Notes | Markdown Notes

10. High-Frequency Finance

An Introduction to High-Frequency Finance, by Ramazan Gençay, et al.

Book Link | PDF Notes | Markdown Notes

11. Machine Learning for Algorithmic Trading

Machine Learning for Algorithmic Trading: Predictive models to extract signals from market and alternative data for systematic trading strategies with Python, 2nd Edition Paperback – by Stefan Jansen 2020

Book Link | PDF Notes | Markdown Notes

12. Stochastic Volatility Modeling

Stochastic Volatility Modeling (Chapman and Hall/CRC Financial Mathematics Series) 1st Edition, by Lorenzo Bergomi

Book Link

13. Quant Job Interview Questions

Quant Job Interview Questions and Answers (Second Edition) – by Mark Joshi 2013

Book Link


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Future Readings:

100. Distributed Systems

深入理解分布式系统,唐伟志 - 2022,电子工业出版社

Book Link

101. Language Models

预训练语言模型,邵浩 刘一烽 - 2021,电子工业出版社

Book Link

102. Designing Machine Learning Systems

Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications - by Chip Huyen

Book Link

103. Designing Data-Intensive Applications (DDIA)

Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Maintainable Systems Book - by Martin Kleppmann

Book Link

104. Distributed Machine Learning

分布式机器学习,刘铁岩等 - 2018,机械工业出版社

Book Link

105. The Elements of Quantitative Investing

The Elements of Quantitative Investing - by Giuseppe Paleologo 2025

Book Link

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