Repository Index

Sample code for Channel 9 Python for Beginners course

TranslatedCompanion code for the book 《Pytorch模型训练实用教程》 ("A Practical Tutorial on PyTorch Model Training")

TranslatedA knowledge graph for mathematics (primary school to high school), English (grade 3 to high school), and junior high school physics: 1,644 knowledge points, 2,403 prerequisite edges, and 6,723 questions, aligned with the curriculum standards, with an adaptive prerequisite diagnostic.

• chinese
• curriculum
• diagnostic
• edtech

Repo to accompany my mastering LLM engineering course

22 prompt engineering techniques with hands-on Jupyter Notebook tutorials, from fundamental concepts to advanced strategies for leveraging LLMs.

• ai
• prompt-engineering
• tutorials
• llms

Translated⛽️ "Algorithm Clearance Handbook": A learning tutorial on "algorithms and data structures" starting from zero, with 200 "popular algorithm interview questions" and 1000+ "LeetCode problem analyses", continuously updated!

• leetcode
• python
• data-structure
• algorithms

TranslatedPython for "Deep Learning": mathematical derivations, principle analysis, and source-code-level implementations for the book "深度学习" (Deep Learning, known as the "Flower Book")

• python
• deep-learning
• machine-learning
• xgboost

A sample app for the Retrieval-Augmented Generation pattern running in Azure, using Azure AI Search for retrieval and Azure OpenAI large language models to power ChatGPT-style and Q&A experiences.

• azure
• azurecognitivesearch
• chatgpt
• openai

TranslatedTensorFlow 2 Chinese tutorials, continuously updated (current version: tensorflow2.0), tag: tensorflow 2.0 tutorials

Official Matplotlib cheat sheets

• matplotlib
• cheatsheet
• python

TranslatedLinux Kernel Revealed

• linux
• kernel
• chinese-translation

this repository accompanies the book "Grokking Deep Learning"

TranslatedBook_3_"Elements of Mathematics" | Iris Book series: from addition, subtraction, multiplication and division to machine learning; now on sale; corrections are still welcome, and readers who submit many corrections will also receive free books!

• data-science
• linear-algebra
• machine-learning
• mathematics

Become a cracked AI/ML researcher/engineer with this unconventional textbook covering maths, computing, and ML with intuition.

• algorithms
• deep-learning
• jax
• machine-learning

A Collection of Variational Autoencoders (VAE) in PyTorch.

• pytorch
• pytorch-implementation
• vae
• vae-implementation

Everything about Web Application Firewalls (WAFs) from Security Standpoint! 🔥

• waf
• web-application-firewall
• firewall
• awesome-list

LLM Zoomcamp - a free online course about real-life applications of LLMs. In 10 weeks you will learn how to build an AI system that answers questions about your knowledge base. Register here 👇🏼

🪐 A curated list of awesome Blender add-ons, extensions, AI/MCP tools, tutorials, and 3D resources.

• blender
• awesome
• awesome-list
• blender-addon

All course materials for the Zero to Mastery Machine Learning and Data Science course.

• machine-learning
• data-science
• deep-learning

渗透测试有关的POC、EXP、脚本、提权、小工具等---About penetration-testing python-script poc getshell csrf xss cms php-getshell domainmod-xss csrf-webshell cobub-razor cve rce sql sql-poc poc-exp bypass oa-getshell cve-cms

• penetration-testing
• poc
• getshell
• csrf

TranslatedOpen-source manuscript of 《深入理解 AI Infra：量化分析与系统设计》 (In-Depth Understanding of AI Infra: Quantitative Analysis and System Design), by 李博杰 (Li Bojie): starting from hardware constraints and model architecture, it quantitatively derives the system design of LLM inference and training. Includes the full text of the book, a PDF, and companion calculation tools and experiments

• accelerator
• ai-infra
• ai-infrastructure
• book

TranslatedLarge language model knowledge sharing that everyone can understand, a must-read before LLM spring/autumn recruitment interviews, so you can talk confidently with interviewers

• llm
• interview-questions
• interview-practice
• agent

Collection of notebooks about quantitative finance, with interactive python code.

• quantitative-finance
• jupyter-notebooks
• kalman-filter
• option-pricing

TranslatedA summary and organization of the various kinds of knowledge that a natural language processing (NLP) engineer needs to accumulate, including interview questions, all kinds of foundational knowledge, engineering skills, and so on, to improve core competitiveness