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ai-agent

RAG_Techniques: Boost AI Generation

Get advanced Retrieval-Augmented Generation techniques with detailed tutorials, for founders using AI and NLP, with 28k+ GitHub stars
advancedโฑ 1-2 hours๐Ÿ’ต Free
28,576 stars3,486 forksJupyter NotebookQuality 8/10Updated 7/14/2026100% free ยท open source
What it is

Explore and apply advanced Retrieval-Augmented Generation techniques to improve your AI models

What you can make with it

Generative AI models like chatbots and language translators using techniques such as agentic-rag and llama-index

How it helps

Using this skill helps create more accurate and informative AI-generated content by leveraging external knowledge sources, and it's particularly useful when you need to generate text based on specific topics or domains

Real use case example

"A founder of a startup building a conversational AI platform can use this skill to create more engaging and accurate chatbot responses by following these steps: first, they clone the repository and explore the tutorials in the Jupyter Notebook, then they apply the techniques to their own language model, and finally they test and refine the output to achieve the desired level of quality"

If you're new

A beginner should pick up this skill when they want to understand how to improve their AI models' performance and have some experience with Python and Jupyter Notebooks

If you're senior

A senior engineer or founder would reach for this skill when they need to integrate advanced Retrieval-Augmented Generation techniques into their existing AI projects and require detailed tutorials and examples

Common confusion cleared up

One common confusion about this skill is that it's only for experts in natural language processing, but the tutorials and notebooks provided make it accessible to anyone with some experience in Python and AI

Pairs with
Jupyter NotebookHugging Face transformersLangchain
Why we list it on WorkflowStacks: This tool is included in the marketplace because it's a free and open-source resource with a large community of users, as evidenced by its 28k+ GitHub stars
What it does

Provides technical tutorials and implementations for improving AI language model performance through advanced retrieval strategies

When to use it
  • โ€ขWhen building AI applications that need more contextually accurate responses
  • โ€ขFor startup AI products requiring nuanced, knowledge-specific language generation
  • โ€ขWhen standard chatbot/LLM outputs are too generic or imprecise
Quick start
  1. 1Clone the GitHub repository
  2. 2Install required Jupyter/Python dependencies
  3. 3Open specific technique notebooks matching your use case
  4. 4Run example code and experiment with your own datasets
Ready-to-paste prompt
git clone https://github.com/NirDiamant/RAG_Techniques && cd RAG_Techniques && pip install -r requirements.txt
Saves to your device

Topics

agentic-rag
ai
embeddings
generative-ai
gpt
langchain
llama-index
llm
llms
machine-learning
nlp
openai
python
rag
retrieval-augmented-generation
semantic-search
tutorials
vector-database
What's inside โ€” free to inspect
No purchase needed

Read the entire source before you build โ€” unlike paid marketplaces that hide it behind a buy button.

5
top-level files
7
folders
39.8M
repo size
Other
license
Key files
README.md
File tree
.github/
all_rag_techniques/
all_rag_techniques_runnable_scripts/
data/
evaluation/
images/
tests/
.gitignore
CONTRIBUTING.md
helper_functions.py
LICENSE
README.md
Quick Actions
Details
Creator
NirDiamant
Language
Jupyter Notebook
Category
ai-agent
Published
7/13/2024

Are you the creator of this tool? Claim your listing โ†’ and earn 85% of every sale.

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