Claude RAG Patterns — Smart Search With Files API, Citations, and Vector Stores
Master RAG (Retrieval Augmented Generation) patterns with Claude Opus 4.7: embeddings with Voyage AI, vector stores, strategic chunking, hybrid retrieval (BM25 + dense), simple/Tool Use/agentic patterns, integration with Files API and Citations, evaluation with golden sets, cost optimization with Prompt Caching and Batch, and a production-ready pipeline with observability.
Who is this course for?
Designed for professionals who want to master AI without prior experience
No technical experience
No coding or prior AI knowledge required
Immediate results
Apply what you learn from the very first lesson to your real work
At your own pace
Access anytime, from any device, no fixed schedules
Certificate included
Get a verifiable certificate upon course completion
Course curriculum
Everything you'll learn, lesson by lesson.
- 1 RAG: Claude Doesn't Search, It Receives Quiz
- 2 Vectors, Dimensions, and Cosine Similarity Quiz
- 3 Slicing Books Into Tagged Pages Quiz
- 4 Make Sure Claude Receives the Right Chunks, Not the First Ones Quiz
- 1 Embed, Retrieve, Inject, Generate Quiz
- 2 search_documents() as a Claude Tool Quiz
- 3 When One Search Isn't Enough Quiz
- 4 Every Generated Sentence, With Its Source Beside It Quiz
- 1 How to Know if Your RAG Is Actually Good Quiz
- 2 Cheap RAG Without Losing Quality Quiz
- 3 Knowing What's Going On When Your RAG Is in Production Quiz
- 4 From 'Hello World' to a Serious System in a Month Quiz
This is how you'll learn
A glimpse at the first lessons of the course
RAG Fundamentals With Claude
Lesson 1: RAG: Claude Doesn't Search, It Receives
Lesson 2: Vectors, Dimensions, and Cosine Similarity
Lesson 3: Slicing Books Into Tagged Pages
And much more practical content waiting for you...
With interactive quizzes and real challenges.
Unlock all lessons
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- 2 free Fundamentals courses included
- Quizzes and hands-on challenges
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- Lifetime access
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* Prices shown in USD are approximate. Final charge will be in euros (EUR) at the current exchange rate.
Frequently Asked Questions
We answer your questions before you start
No, our courses are designed from scratch for absolute beginners.
Each course takes just a few hours, at your own pace. No pressure.
Step-by-step lessons, interactive quizzes, hands-on challenges and a certificate of completion.
Yes, all courses are optimised for mobile, tablet and desktop.
Yes, upon completing the course you receive a verifiable certificate you can share on LinkedIn and your resume.
Yes, we offer both individual courses and a one-time Lifetime plan with access to all current and future courses.
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