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Career roadmap

AI Engineer Roadmap

Build AI-powered products by integrating large language models, prompt engineering, and ML APIs into real-world applications.

Steps
5
Learning sources
15
Video lessons
15
Project ideas
5
  1. Step 1 of 5Start here

    Python Essentials · NumPy & Pandas · Jupyter Notebooks · APIs & HTTP

    • 3 sources
    • 3 videos
    • 1 project
    • 3 tools
  2. Step 2 of 5

    Transformer Architecture · OpenAI API · Open-Source Models · Fine-Tuning Basics

    • 3 sources
    • 3 videos
    • 1 project
    • 2 tools
  3. Step 3 of 5

    Prompt Patterns · Output Formatting · Tool Use & Agents · Evaluation

    • 3 sources
    • 3 videos
    • 1 project
    • 2 tools
  4. Step 4 of 5

    Embeddings · Vector Databases · RAG Pipeline · LangChain / LlamaIndex

    • 3 sources
    • 3 videos
    • 1 project
    • 2 tools
  5. Step 5 of 5

    API Deployment · Streaming Responses · Cost Optimization · AI Portfolio

    • 3 sources
    • 3 videos
    • 1 project
    • 2 tools

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