Directory
Tutorials
Reviewed resources in Tutorials. 478 resources listed.
BootLife
github.comConway's Game of Life implemented to run directly from a 512-byte x86 boot sector in assembly, using VGA memory itself as the simulation grid.
Rabbit-hole #6: The Sage Bird -- Y Combinators in an Eager Array Language
blog.softwarewrighter.comA technical blog post deriving the Y combinator as a composition of combinator birds in an array language, and examining how eager evaluation changes fixed-point recursion compared with the usual lazy telling.
System Design Atlas
atlas-sysdes.vercel.appA free reference of worked system design problems with interactive architecture diagrams, covering ranked designs such as a feed, a chat app, a URL shortener, and a rate limiter, plus pages on the technologies behind them.
A technical article showing how to call TypeSafe.ai's Jev decision model from a TanStack Start server route through TanStack AI's Vercel AI Gateway adapter to build a typed routing endpoint.
A hands-on, notebook-first repository that builds six retrieval-augmented-generation architectures step by step with LangChain and LangGraph, from a simple retrieve-then-generate pipeline up to self-correcting, agentic and multimodal systems.
GenAI Course
github.comA four-month, hands-on study roadmap for generative AI engineering, moving through large-language-model fundamentals, prompt engineering, retrieval-augmented generation, AI agents and tool calling toward production deployment.
Custom Algorithm
github.comA full-workflow tutorial and toolchain for training vision, hearing and smell AI algorithms and deploying them, as packaged algorithm modules, onto a specific edge AI platform.
RAG PDF Chat
pdf-chat-scrapper.vercel.appA full-stack, educational retrieval-augmented-generation demo: upload a PDF, the FastAPI backend chunks and embeds it into a per-session FAISS index, and a React app streams LLM answers grounded in the retrieved passages.
AI Publications
github.comA collection of short, open-source guides and tutorials on AI agents, generative AI and machine learning, covering Python, TypeScript, MCP servers and clients, and Ollama integration.
pose-format Tutorials
github.comHands-on notebooks that teach the pose-format Python library end to end, from extracting landmarks with MediaPipe to normalizing, augmenting and visualizing pose data.
The companion repository for a Udemy course on outlier detection, with lecture notebooks plus reusable Python utilities, tests, exercises and benchmarks.
Agentic AI Interview Kit
spawn08.github.ioAn open-source study guide of more than 60 pages covering agentic AI from LLM foundations through production system design, framework walkthroughs and an interview question bank.
Complete Guide to MCP in Python
udityamerit.github.ioA beginner-to-advanced course that teaches the Model Context Protocol by building MCP servers and clients from scratch in Python, and deploying them locally and remotely.
A step-by-step tutorial notebook for fine-tuning the Qwen2.5-VL-7B vision-language model with Hugging Face TRL for visual question answering on the ChartQA dataset.
Machine-learning-Data-science-Tutorials
github.comA list of machine learning and data science tutorials with full implementation code, covering topics such as time-series forecasting, LoRA fine-tuning, GPU kernel design, document parsing pipelines and vector search.
A Chinese-language comparison guide to AI agent orchestration frameworks — Scion, AutoGen, CrewAI, LangGraph, MetaGPT, Swarms, Dify and Coze — with architecture analysis, code examples and a framework-selection decision tree.
Field notes recording how to cross-compile and deploy llama.cpp GPU inference on an NVIDIA DRIVE Thor automotive domain controller, including a troubleshooting guide and measured throughput at each optimization step.
Prompt Engineering for .NET Developers
leanpub.comA free ebook that teaches .NET developers to build production AI-powered applications in C#, pairing each chapter's markdown lesson with a runnable .NET project and unit tests, without Python or notebooks.
Advanced prompt engineering for journalists — starter kit
mooc.amditis.techA starter repository for a Knight Center course on advanced prompt engineering for journalists, giving students a working Claude Code workspace with worked examples of context files, memory, skills, commands, hooks and a staged pipeline.
GranitePi-4-Nano
github.comA beginner-friendly guide and automated setup script for running the 350-million-parameter IBM Granite 4.0 language model fully offline on a Raspberry Pi 5 through Ollama, using a GGUF quantization tuned for the Pi 5's CPU.
Agentic AI Evaluation Bootcamp
github.comReference implementations from Vector Institute's Agentic AI Evaluation Bootcamp, covering agent evaluation fundamentals and four example agents evaluated with LLM-as-judge metrics, batch evaluation and a misalignment probing experiment across several commercial models.
Jason's DGX Cluster Guide
github.comA documentation set for building and operating a two-node NVIDIA DGX Spark cluster connected by 200 Gb/s direct-attach networking, covering distributed training with NCCL, CUDA inference through EXO, NVMe-TCP shared storage, monitoring and scaling.
AI Season — AI Agents Bootcamp: Course Material
aiseason.techRunnable lesson code from a live AI agents bootcamp taught in Urdu and English, covering LLM API basics, retrieval-augmented generation, building an agent harness from scratch, multimodal agents, LangChain, agent-to-agent protocol, and training a small language model.
Agentic AI Crash Course
github.comA small Python crash-course repository with runnable examples that progress from a plain OpenAI chat loop to tool-using AgentSpan agents with memory, web search, guardrails, structured output and human-approval steps.