← All courses
$20

Fine-tuning for Enterprise AI

Build a complete fine-tuning pipeline — curate training data from your Sales Companion, format for APIs, run fine-tuning jobs, evaluate with automated metrics, and deploy with A/B testing.

"My fine-tuned model scores 23% higher on sales briefings with zero hallucinations"

6 Modules

Each module builds on the previous one. By the end, you have a complete production system.

  1. 1

    Dataset Curation

    Training data extraction pipeline

  2. 2

    Data Preparation

    API-formatted training files

  3. 3

    Fine-tuning Execution

    Running fine-tuning jobs

  4. 4

    Evaluation Harness

    Automated quality metrics

  5. 5

    A/B Testing App

    Base vs fine-tuned comparison UI

  6. 6

    Production Pipeline

    End-to-end deployment system

Skills you'll practise

Eval HarnessA/B TestingStaged RolloutData VersioningObservability

Practice data included

  • Sales Q&A training pairs
  • Query classification pairs
  • Transcript summarization pairs
  • Evaluation datasets
  • Hallucination test sets

How this certificate is scored

Your certificate shows how many of your written answers met the rubric below, checked by an AI grader. Anyone who checks your certificate sees it.

  • You answer 6 short questions, one for each module, in your own words (at least 40 words each).
  • An AI grader checks each answer against what its module asks for: it must answer the question, use the course's practice case specifically, and be correct.
  • To pass, at least 5 of the 6 answers must meet that bar. The certificate says the answers were graded by AI.

The rubric

  1. Module 1, Dataset Curation: Training data extraction pipeline.
  2. Module 2, Data Preparation: API-formatted training files.
  3. Module 3, Fine-tuning Execution: Running fine-tuning jobs.
  4. Module 4, Evaluation Harness: Automated quality metrics.
  5. Module 5, A/B Testing App: Base vs fine-tuned comparison UI.
  6. Module 6, Production Pipeline: End-to-end deployment system.

What you walk away with

Shareable portfolio

A public URL showing your module timeline, patterns mastered, and completion status.

Everything you build

Download all your work as a ZIP file. It is yours to keep.

Module walkthrough

Each module documented with deliverables and the production pattern you implemented.

Ready to start Fine-tuning for Enterprise AI?

First course free. $20 per course after that.