AI training

Building RAG and Knowledge Assistants

Build a question-answering assistant over your own documents, with citations, access control and quality testing.

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Duration
2 days
Level
Intermediate
Delivery
Live online or on-site, for individuals or private teams
Prerequisites
Comfortable programming in at least one language.
Certificate
Not included
Dates and price
Contact us for current dates and pricing

What you will build

A knowledge assistant that answers from a document set, cites its sources and respects who may see what.

What is included

  • Hands-on labs with worked solutions
  • Course materials and sample code
  • Follow-up questions answered after the course
Contact us for details

Course outline

What you will cover

  1. Day 1: Getting the content right

    • How retrieval-augmented generation works
    • Document preparation and chunking
    • Embeddings and vector search
    • Hybrid retrieval
    • Lab: index a document set and search it
  2. Day 2: Answers you can trust

    • Prompting with retrieved context
    • Citations and the option to say "I do not know"
    • Permissions and guardrails
    • Evaluation sets and monitoring
    • Lab: complete the assistant and test its quality

Who it is for

  • Developers and data engineers
  • Teams building an internal knowledge assistant

What you will be able to do

  • Ingest, chunk and index documents for search
  • Combine keyword and meaning-based retrieval
  • Return answers with citations and respect permissions
  • Measure and improve answer quality

Tools

  • Python or C#
  • Azure AI Search
  • Vector databases
  • Azure OpenAI
  • OpenAI API

Ready to talk?

Whether it is an AI idea, a project, extra people or a course, tell us what you are after and we will tell you honestly how we could help.

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