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Decoding ML

Proven content on designing, coding, and deploying production-grade AI, GenAI, and information retrieval systems

Welcome to Decoding ML

The hub for continuous learning on production-grade AI, GenAI, and information retrieval systems

When AI systems look encoded - we'll help you decode them.

🎯 Our mission

Decoding ML is a publication that creates proven content on designing, coding, and deploying production-grade AI systems with software engineering and MLOps best practices to help you ship AI applications.

Our motto is "More engineering, less F1 scores."

🔍 What we cover

Following Decoding ML, you will learn about the entire lifecycle of an AI system, from system design to deploying and monitoring.

  • 🤖 GenAI Systems - From concept to production
  • 🔎 Information Retrieval - Building scalable search and recommender systems
  • 🏗️ AI System Design - Architecture and best practices
  • ⚙️ AI Engineering - Hands-on implementation guides
  • 🛠️ MLOps/LLMOps - Production deployment and monitoring

🗞️ Why subscribe to our newsletter and blog?

Join Decoding ML for proven content on designing, coding, and deploying production-grade AI systems. Every week, straight to your inbox.

No more bedtime stories in Jupyter Notebooks.

🎓 Our resources on learning AI:

🤝 Let's collaborate!

We're always excited to collaborate with AI practitioners and creators. Have an idea or want to work together?

📧 Reach out at [email protected]


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  1. articles-code articles-code Public

    💻 Decoding ML articles hub: Hands-on articles with code on production-grade ML

    Jupyter Notebook 129 21

  2. llm-twin-course llm-twin-course Public

    🤖 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

    Python 3.9k 641

  3. personalized-recommender-course personalized-recommender-course Public

    👕 Open-source course on architecting, building and deploying a real-time personalized recommender for H&M fashion articles.

    Jupyter Notebook 405 87

  4. tabular-semantic-search-tutorial tabular-semantic-search-tutorial Public

    📚 Tutorial on building a modern search app for Amazon e-commerce products leveraging tabular semantic search and natural language queries.

    Jupyter Notebook 63 17

  5. second-brain-ai-assistant-course second-brain-ai-assistant-course Public

    Learn to build your Second Brain AI assistant with LLMs, agents, RAG, fine-tuning, LLMOps and AI systems techniques.

    Jupyter Notebook 1.1k 182

Repositories

Showing 7 of 7 repositories
  • workshops Public
    decodingml/workshops’s past year of commit activity
    Python 0 MIT 0 0 0 Updated May 7, 2025
  • personalized-recommender-course Public

    👕 Open-source course on architecting, building and deploying a real-time personalized recommender for H&M fashion articles.

    decodingml/personalized-recommender-course’s past year of commit activity
    Jupyter Notebook 405 MIT 87 0 0 Updated Apr 26, 2025
  • tabular-semantic-search-tutorial Public

    📚 Tutorial on building a modern search app for Amazon e-commerce products leveraging tabular semantic search and natural language queries.

    decodingml/tabular-semantic-search-tutorial’s past year of commit activity
    Jupyter Notebook 63 MIT 17 2 0 Updated Apr 26, 2025
  • second-brain-ai-assistant-course Public

    Learn to build your Second Brain AI assistant with LLMs, agents, RAG, fine-tuning, LLMOps and AI systems techniques.

    decodingml/second-brain-ai-assistant-course’s past year of commit activity
    Jupyter Notebook 1,098 MIT 182 4 0 Updated Apr 26, 2025
  • .github Public
    decodingml/.github’s past year of commit activity
    0 1 0 0 Updated Apr 26, 2025
  • llm-twin-course Public

    🤖 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

    decodingml/llm-twin-course’s past year of commit activity
    Python 3,854 MIT 641 4 0 Updated Apr 26, 2025
  • articles-code Public

    💻 Decoding ML articles hub: Hands-on articles with code on production-grade ML

    decodingml/articles-code’s past year of commit activity
    Jupyter Notebook 129 MIT 21 0 0 Updated Mar 6, 2025

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