decodingai-magazine/second-brain-ai-assistant-course
Learn to build your Second Brain AI assistant with LLMs, agents, RAG, fine-tuning, LLMOps and AI systems techniques.
Implements a modular pipeline architecture using ZenML for orchestration, MongoDB for vector storage, and smolagents for agentic behavior—integrating web crawling, LLM-based quality scoring, dataset distillation, and Llama fine-tuning via Unsloth. The system supports flexible knowledge sources (Notion, Google Drive, etc.) and includes RAG evaluation with Opik, model tracking with Comet, and serverless deployment to Hugging Face. Emphasizes production patterns including contextual retrieval, parent-document chunking strategies, and comprehensive LLMOps workflows beyond typical tutorial implementations.
2,569 stars. No commits in the last 6 months.
Stars
2,569
Forks
465
Language
Jupyter Notebook
License
MIT
Category
Last pushed
May 19, 2025
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/rag/decodingai-magazine/second-brain-ai-assistant-course"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Related tools
patchy631/ai-engineering-hub
In-depth tutorials on LLMs, RAGs and real-world AI agent applications.
Shubhamsaboo/awesome-llm-apps
Collection of awesome LLM apps with AI Agents and RAG using OpenAI, Anthropic, Gemini and...
langroid/langroid
Harness LLMs with Multi-Agent Programming
datawhalechina/hello-agents
📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程
curiousily/AI-Bootcamp
Self-paced bootcamp on Generative AI. Tutorials on ML fundamentals, Ollama, LLMs, RAGs,...