RAG for Enterprise: Idea to Pilot
Learn to build a Retrieval-Augmented Generation (RAG) system for Arabic documents in a governed enterprise environment — from indexing and chunking to evaluation and a pilot plan, then Arabic quality, safety controls, and a Go/No-Go decision, with exercises, quizzes, and an applied lab.
Recommended before this course
Regulatory content last reviewed: 2026-09-16. High-level regulatory summaries — always verify the official text with the relevant authority.
- Instructor
- InjazAI Team
- lessons
- 11 · 242 min
100% Free
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What you will learn
- Describe the five RAG components and the role of each
- Design an indexing and chunking pipeline suited to Arabic
- Choose practical evaluation metrics before production (Recall, Faithfulness)
- Build a realistic 4-week pilot plan with a decision template
- Diagnose RAG issues and separate retrieval errors from generation errors
- Design an OCR pipeline for scanned Arabic documents before indexing
- Practically compare RAG vs fine-tuning vs prompting-only
- Improve Arabic retrieval (diacritics, dialect, hybrid + rerank) without vendor lock-in
- Apply access control, citations, and document prompt-injection safeguards before go-live
Course syllabus
1. Architecture and indexing 4 lessons
- RAG system components 25 min
- Choosing models for Arabic 20 min
- Chunking and Embeddings in Depth 22 min
- OCR for Scanned Arabic Documents 22 min
2. Evaluation and pilot plan 3 lessons
- Measuring RAG Quality Before Production 25 min
- 4-week pilot plan 28 min
- Troubleshooting RAG 20 min
3. Arabic quality and go-live 4 lessons
- RAG vs fine-tuning vs prompting only 18 min
- Arabic retrieval: diacritics, dialect, hybrid + rerank 22 min
- Access control, citations, and document prompt-injection 22 min
- Go/No-Go decision + completion quiz 18 min
FAQ
Are InjazAI Academy courses free?
Yes. Every course is completely free, with progress tracking and a completion certificate.
What languages are the courses in?
Content is available in Arabic and English, designed for MENA enterprise and government teams.
Do I get a certificate?
Yes. After you complete a course you can download and share an InjazAI completion certificate.