Data provenance and access / Chunking baselines
Apply and independently verify data provenance and access and chunking baselines.
RAG Quality and Evaluation
Compare retrieval configurations using held-out answers, evidence checks and measured cost and latency. Proposed programme; academic approval and batch confirmation pending.
Explore what you’ll learn.
Compare retrieval configurations using held-out answers, evidence checks and measured cost and latency.
Proposed curriculum · academic approval pendingSYLLABUS OVERVIEW
A structured route through the subject
Core learning areas at a glance. Detailed units and teaching plans are in the private learning workspace.
Retrieval and reranking comparisons / Reference answers and evidence
Apply and independently verify retrieval and reranking comparisons and reference answers and evidence.
Abstention and hard cases / Held-out regression evaluation
Apply and independently verify abstention and hard cases and held-out regression evaluation.
Cost latency and failure analysis / Evaluation capstone defence
Apply and independently verify cost latency and failure analysis and evaluation capstone defence.
Entry requirements and learning outcomes
Python functions, APIs, JSON and Git plus an existing AI assistant; assessed diagnostic before entry. Use approved accounts and synthetic data. Confirm platform licensing, age requirements and lab access before joining.
- Compare retrieval configurations using held-out answers, evidence checks and measured cost and latency.
- Verify outputs against source evidence and document limitations.
- Demonstrate a changed input, diagnose an error and explain the correction.
- Present a reviewed portfolio with source inputs, changed-input results and a clear explanation of limitations.
YOUR PRACTICAL PORTFOLIO
Evaluated document assistant with retrieval comparison
Build, check and explain your work with trainer feedback. Certificate and assessment terms are confirmed by the institute.
Continue in your learning workspace
Open detailed curriculum ↗Detailed syllabus and weekly plans are available to authorised staff and learners enrolled in this course.