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AI Application Developer

Learn to build, evaluate, and explain useful applications powered by language models.

Work on the application layer: connect models to data, design useful workflows, and check their reliability.

Your learning roadmap

Connect each skill to something you can demonstrate.

  1. 1

    Programming foundations

    Get comfortable with Python, HTTP, and Git. Build a small script that reads a file and handles missing input.

    PythonHTTPGit
    Start with loading a document
  2. 2

    Models and prompting

    Practice clear instructions, output formats, context, and limitations before adding application complexity.

    PromptingStructured outputsLimitations
    Learn: Prompt Engineering Foundations
  3. 3

    Retrieval and evaluation

    Connect a model to source passages and check whether its answers are supported.

    RetrievalCitationsEvaluation
    Explore: Build a document assistant
  4. 4

    Ship a portfolio project

    Document setup, limitations, evaluation failures, and trade-offs. Make your demo reproducible without sharing credentials.

    DocumentationTestingTrade-offs
    Prepare your portfolio deliverables