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.
Courses include practice quizzes in lessons and a required completion quiz in the final lesson (70% minimum) to earn your certificate.
Lessons unlock in order — complete each lesson before moving to the next.
Recommended before this course
Regulatory content last reviewed: 2026-10-12. High-level regulatory summaries — always verify the official text with the relevant authority.
- Instructor
- InjazAI Team
- lessons
- 12 · 2 hours 32 min
100% Free
No credit card — forever
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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. Start here 1 lessons
- Intro video: Answers from your documents, with the source 2 min
2. Architecture and indexing 4 lessons
- RAG system components 11 min
- Choosing models for Arabic 12 min
- Chunking and Embeddings in Depth 11 min
- OCR for Scanned Arabic Documents 19 min
3. Evaluation and pilot plan 3 lessons
- Measuring RAG Quality Before Production 15 min
- 4-week pilot plan 15 min
- Troubleshooting RAG 19 min
4. Arabic quality and go-live 4 lessons
- RAG vs fine-tuning vs prompting only 11 min
- Arabic retrieval: diacritics, dialect, hybrid + rerank 11 min
- Access control, citations, and document prompt-injection 15 min
- Go/No-Go decision + completion quiz 11 min
FAQ
Is there free AI training in Arabic?
Yes. InjazAI Academy is free Arabic AI training for individuals. The account, lessons, and completion certificate do not require a credit card.
Is the AI training online?
Yes. You train in the browser, in Arabic, and lessons unlock in order from anywhere.
What is the best AI course for beginners?
Start with AI foundations for Arabic professionals, then daily-work practice. Do not start with model fine-tuning or RAG before you finish real tasks.
What is the difference between an AI course and AI courses?
On the Academy they are the same free Arabic catalog. Pick one course and finish it instead of collecting unrelated links.
How do I learn AI in Arabic from scratch?
Start with the Learn AI in Arabic guide, then the foundations course, then daily-work practice. No programming background and no credit card are required.
Do I get an AI certificate after the training?
Yes. A completion certificate after the lessons and the completion quiz (70% minimum). It is not a university degree or a ministry accreditation.
Are there free AI courses in Arabic?
Yes. Every Academy course is free in Arabic and English for individual learners. Beginner courses do not require a programming background.
Is the Academy for individuals or companies?
This page is for individuals. AI training for companies, enterprises, and government teams has its own page, and custom workshops are requested from there.