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Generative AI Academy

How the models work, and where they break.

Transformers, tokenisation, sampling, context windows and fine-tuning — the mental model that makes every other academy make sense. Enough theory to reason, never more.

Duration

6 weeks

Content

44 hours

Lessons

52

Level

Intermediate

Students

1,420

Certified

903

4.9average ratingEnrolling now

RIVA mentors you through every lesson, lab and assessment in this academy — and knows where you got stuck last time.

What you’ll be able to do

Written as capabilities, not topics. If you can’t do these at the end, the academy didn’t work.

  • Explain attention, tokenisation and sampling without hand-waving
  • Pick a model on evidence — cost, latency, context, capability
  • Decide between prompting, RAG and fine-tuning for a given problem
  • Recognise the failure modes before they reach a user

Skills you'll build

TransformersTokenisationSamplingFine-tuningModel selection

Tools you'll use

Hugging FacePyTorchClaudeTransformers
Curriculum

5 modules · 52 lessons

Module outline published. Full lesson list unlocks when the next cohort opens — we don't list lessons before they're recorded.

01Transformers, honestlyAttention and tokenisation with the maths kept proportionate.

Lesson list publishes when the cohort opens.

02Sampling and decodingTemperature, nucleus sampling, and deterministic modes.

Lesson list publishes when the cohort opens.

03Context engineeringWindows, compression and what to put where.

Lesson list publishes when the cohort opens.

04Fine-tuning vs. everything elseLoRA, adapters, and the decision tree before you reach for them.

Lesson list publishes when the cohort opens.

05MultimodalVision and audio inputs, and where they change the architecture.

Lesson list publishes when the cohort opens.

On completion

ReveloSoft Certified Associate

You can build a working AI feature on your own and explain the trade-offs you made. Independent, with a senior engineer within reach.

90-minute assessment · pass mark 75% · QR-verifiable credential

  • Hold the Foundation certificate
  • Complete two Associate-level academies
  • Pass the mixed-format assessment including live coding
  • Ship two portfolio projects with a written architecture note
How certification works