AIxona

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For developers: from Python to LLMs

Machine-learning fundamentals, running models locally and building your own LLM app.

For developersDevelopers and students who know Python6 steps

Start with step one
  1. AIxona lesson · 9 min

    How chat models work

    Tokens, next-word prediction, training and the context window — what happens inside an LLM, without formulas.

  2. Outside resource · Free

    Kaggle Learn ↗

    Python, pandas and intro ML — in the browser, nothing to install.

  3. Outside resource · Free

    Practical Deep Learning ↗

    You train real models from lesson one.

  4. AIxona lesson · 10 min

    Run a model on your own computer

    Use open models offline with Ollama or LM Studio, so your data never leaves the company.

  5. Outside resource · Free

    Neural Networks: Zero to Hero ↗

    Write a neural network and a small GPT from scratch — the best way to understand LLMs.

  6. Outside resource · Free

    Hugging Face Learn ↗

    Free courses on Transformers, agents and RAG.