LLM Applications & Retrieval
AI for Engineers & Technical Teams · Level 2: Applied
Build assistants that answer from your company’s own documents, including Arabic content, safely.
Developers and data teams who completed the Foundation level or have built with AI models before.
Before you join
Building with AI Models, or equivalent experience.
12 sessions × 3 hours · up to 15 people
- Delivered on-site at your offices in Egypt, Saudi Arabia or the UAE, or live online. Arabic or English. Built on your team’s own tasks after a free 45-minute diagnostic.
- Certificate of completion for participants who meet attendance and assessment requirements.
- Skills re-check 30 days later.
Session by session
Sessions 1–2
Embeddings and search over documents
Session 3
Searching Arabic content well
Sessions 4–5
Building the retrieval pipeline
Session 6
Tool calling
Session 7
When to prompt, retrieve or fine-tune
Session 8
Hosted versus self-hosted models and data residency
Sessions 9–10
Evaluation: measuring answer quality
Session 11
Defenses against prompt injection and data leaks
Session 12
Capstone demo
Sample exercise
An assistant that answers HR policy questions from your documents and cites the paragraph.
You’ll walk away with
A tested assistant that answers from company documents.
Example schedule
Twice a week over 6 weeks.