Deep dive · 8 lessons

Reliable AI with own knowledge

Work with sources, RAG, and evaluation. Test what your system can actually do.

0 of 8 completed. You can choose any lesson freely and return to it later.

1. Use your own knowledge with RAG

   Let AI consult relevant documents and return sources.

   ○ To be started± 12 min
2. RAG: improving chunking and retrieval

   Understand how to split documents so that AI finds the correct pieces.

   ○ To be started± 10 min
3. RAG: assessing and citing sources

   Ensure answers are traceable to the source.

   ○ To be started± 8 min
4. AI for data analysis

   Use AI to describe data and gain initial insights.

   ○ To be started± 10 min
5. Evaluation: benchmarks and rubrics

   Measure the quality of AI output in a consistent manner.

   ○ To be started± 8 min
6. Red teaming and edge cases

   Deliberately test where AI fails or exhibits undesirable behaviour.

   ○ To be started± 8 min
7. Vector databases

   Understand how vector databases help with searching through your own documents.

   ○ To be started± 8 min
8. Governance and risk management

   Ensure oversight and agreements regarding AI use within the organisation.

   ○ To be started± 8 min