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Learn · Pathway

AI for the curious

No maths degree required. A gentle, visual path from “what is a neural network?” to how modern AI writes and reasons.

9 steps Progress saved in your browser — no account needed
  1. 1
    Video · IBM Technology
  2. 2
    Neural Net Trainer Interactive demo
  3. 3
    Video · 3Blue1Brown
  4. 4
    Gradient Descent Interactive demo
  5. 5
    Video · 3Blue1Brown
  6. 6
    Embeddings Explained Interactive demo
  7. 7
    Attention, Visualised Interactive demo
  8. 8
    Video · IBM Technology
  9. 9
    How RAG Works Interactive demo

Other pathways

How an LLM works, end to end

17 steps

The flagship journey — from raw text to a grounded answer. Interactive demos interleaved with the best explainer videos, in learning order.

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For decision-makers

8 steps

The concepts behind responsible enterprise AI — what LLMs and RAG are, where bias and fraud trade-offs bite, and how to size up your own adoption.

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Responsible & safe AI

7 steps

bigspark's specialism, made hands-on. Why safety matters, then the real enterprise trade-offs — prompt-injection guardrails, bias and fairness, fraud thresholds — and the alignment ideas behind them.

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Classic ML foundations

8 steps

Before the transformers — the workhorse algorithms every data scientist knows, hands-on: regression, classification, clustering and learning by gradient descent.

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