AI-LLM-ML-CS-Quant-Overview

AI-LLM-ML-CS-Quant-Overview

Overview of AI/LLM, Machine Learning, Computer Science, and Quantitative Finance industry trends.

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AI-LLM-ML-CS-Quant-Overview is a repository providing overview notes on AI, Large Language Models (LLM), Machine Learning (ML), Computer Science (CS), and Quantitative Finance. It covers various topics such as LangGraph & Cursor AI, DeepSeek, MoE (Mixture of Experts), NVIDIA GTC, LLM Essentials, System Design, Computer Systems, Big Data and AI in Finance, Econometrics and Statistics Conference, C++ Design Patterns and Derivatives Pricing, High-Frequency Finance, Machine Learning for Algorithmic Trading, Stochastic Volatility Modeling, Quant Job Interview Questions, Distributed Systems, Language Models, Designing Machine Learning Systems, Designing Data-Intensive Applications (DDIA), Distributed Machine Learning, and The Elements of Quantitative Investing.

README:

AI-LLM-ML-CS-Quant-Overview

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

Contents


1. NVIDIA GTC | AI Conference for Developers

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GTC 2025 Overview & Takeaways GitHub Stars

Project integrating Generative AI, Humanoid Robotics (RLHF), and Low-Altitude Economy.

GTC 2024 Notes-Chinese

2. DeepSeek

MoE (Mixture of Experts)

Github: Mixture-of-Experts (MoE) Implementation in PyTorch

DeepSeek Theory

Educative: Everything You Need to Know About DeepSeek | Notes

Zomi-Bilibili | Github | Notes-Chinese

DeepSeek Applications

GeekBang: DeepSeek HandsOn | Notes-Chinese

GeekBang: DeepSeek App Development | Notes-Chinese

3. LangGraph & Cursor AI

Notes

GitHub Projects

4. LLM Essentials

AI Systems

GeekBang: AI LLM Practice | Notes-Chinese

GeekBang: AI LLM System | Notes-Chinese

LLM Applications

GeekBang: AI LLM Project Implementation | Notes-Chinese

GeekBang: LLM App Developmenmt | Notes-Chinese

RAG

Educative: Advanced RAG Techniques - Choosing the Right Approach | Notes

GeekBang: RAG Development | Notes-Chinese

Multi-Agent Systems

Educative: Build AI Agents and Multi-Agent Systems with CrewAI | Notes

GeekBang: AI Agents | Notes-Chinese

Cheat Sheet

Notes-Chinese

5. LLM Foundations

大模型基础,毛玉仁等 - 2024,浙大

Course Github | Course Video | Textbook | PDF Notes-Chinese

6. System Design

System Design Interview

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

Book Link | PDF Notes-Chinese

Educative - Grokking Modern System Design

Educative - Grokking System Design Interview | PDF Notes | Markdown Notes

Educative - Grokking the Modern System Design Interview | Markdown Notes

Educative - GenAI System Design

Educative - GenAI System Design | 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-Chinese

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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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