Repository Index

Data Science Roadmap from A to Z

• data-analysis
• data-engineering
• data-science
• data-visualization

Notes, programming assignments and quizzes from all courses within the Coursera Deep Learning specialization offered by deeplearning.ai: (i) Neural Networks and Deep Learning; (ii) Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization; (iii) Structuring Machine Learning Projects; (iv) Convolutional Neural Networks; (v) Sequence Models

• deep-learning
• coursera
• coursera-assignment
• coursera-specialization

Plain python implementations of basic machine learning algorithms

• machine-learning
• logistic-regression
• ipynb
• machine-learning-algorithms

An Introduction to Statistical Learning (James, Witten, Hastie, Tibshirani, 2013): Python code

• machine-learning
• predictive-modeling
• islr
• statistical-learning

Papers on Computational Advertising

• computational-advertising
• machine-learning
• ctr-prediction
• deep-learning

🤖 𝗟𝗲𝗮𝗿𝗻 for 𝗳𝗿𝗲𝗲 how to 𝗯𝘂𝗶𝗹𝗱 an end-to-end 𝗽𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻-𝗿𝗲𝗮𝗱𝘆 𝗟𝗟𝗠 & 𝗥𝗔𝗚 𝘀𝘆𝘀𝘁𝗲𝗺 using 𝗟𝗟𝗠𝗢𝗽𝘀 best practices: ~ 𝘴𝘰𝘶𝘳𝘤𝘦 𝘤𝘰𝘥𝘦 + 12 𝘩𝘢𝘯𝘥𝘴-𝘰𝘯 𝘭𝘦𝘴𝘴𝘰𝘯𝘴

• aws
• bytewax
• comet-ml
• generative-ai

TranslatedA quick-start tutorial on PyTorch deep learning (absolutely easy to understand!)

• pytorch
• pytorch-tutorial

TranslatedA knowledge base for red teaming and offensive security.

• command-and-control
• execution
• exploit
• initial-access

Learn Agentic AI using Dapr Agentic Cloud Ascent (DACA) Design Pattern and Agent-Native Cloud Technologies: OpenAI Agents SDK, Memory, MCP, A2A, Knowledge Graphs, Dapr, Rancher Desktop, and Kubernetes.

• agentic-ai
• langmem
• mcp
• openai-api

Materials for the Hugging Face Diffusion Models Course

A modular Agentic RAG built with LangGraph — learn Retrieval-Augmented Generation Agents in minutes.

• agentic-ai
• agentic-rag
• agents
• rag

In this repository, I will share some useful notes and references about deploying deep learning-based models in production.

• deep-learning
• deep-neural-networks
• python
• pytorch

A Python module for learning all major algorithms

• algorithms
• data-structures
• python3
• modules

TranslatedAndroid app security study

TranslatedSharing AI Infra knowledge & code exercises: PyTorch, vLLM/SGLang, introductions to the slime/vime frameworks⚡️, performance acceleration🚀, large model fundamentals🧠, AI software and hardware🔧, and more

Translated《御舆：解码 Agent Harness》(Yuyu, "Imperial Carriage: Decoding the Agent Harness"): 420,000 characters dissecting the Harness skeleton and nervous system of AI Agents — an in-depth analysis of the Claude Code architecture, 15 chapters from the conversation loop to building your own Agent Harness. Online reading website:

• agent
• agent-architecture
• ai-agent
• anthropic

A curated resource list for learning AI performance engineering, from GPU fundamentals to production inference.

This project reproduces the book Dive Into Deep Learning (https://d2l.ai/), adapting the code from MXNet into PyTorch.

• deep-learning
• d2l
• data-science
• pytorch-implmention

System for AI Education Resource.

The repository host gives no description.

Show Me the Code Python version.

TranslatedTensorflow tutorial from basic to hard, 莫烦Python (Mo Fan Python, "Morvan Python") Chinese AI teaching

• tensorflow
• tensorflow-tutorials
• gan
• generative-adversarial-network

:books: Directory of Python books

• python-book
• learning-python
• book
• python-cookbook

TranslatedLinear algebra notes