Rag Techniques: Learn and implement RAG patterns

Understand the project

Practical overview

Use it when you want notebook-based tutorials to learn or explore RAG implementation patterns before choosing an approach for a project.

Developers learning how RAG techniques are implemented.
Practitioners exploring retrieval approaches for prototypes or knowledge assistants.
Educators assembling notebook-based lessons on retrieval and context enrichment.

Study a RAG approach alongside its code and explanatory material.
Navigate to a technique’s implementation guide and use it as a starting point for a project.
Explore different retrieval methods when prototyping a knowledge assistant.

Before you choose

The tutorial repository is public on GitHub.

The collection is organized as notebooks and technique-specific guides, rather than a hosted retrieval service.
The README describes more than 42 notebooks and points readers to the guide inside each technique’s directory.
The repository lists OpenAI, LangChain and LlamaIndex among its associated ecosystems; individual technique requirements should be checked in their guides.

Check current requirements in the official documentation. Source-based guidance does not mean OpenViST has run or independently tested this project.

Source-based practical guide

Navigate from the repository to the guide for a selected RAG technique.

Clone the repository with the command below.
Documented command
```
git clone https://github.com/NirDiamant/RAG_Techniques.git
```
Navigate to all_rag_techniques/technique-name, replacing technique-name with the technique directory of interest.
Follow the detailed implementation guide in that technique’s directory.

You reach the selected technique’s implementation guide.

The README does not specify the dependencies or execution instructions for each individual technique; consult its directory guide.

Evidence and transparency

Source record details

Source availability: Active
Sources checked: 16 October 2026
Original website title: NirDiamant/RAG_Techniques · Official homepage title · retained in its source language