Haystack Blog

Articles about Haystack, NLP, LLMs and open source tools.

Generative AI

Deploying RAG to Production
Deployment
Generative AI
MLOps
Retrieval
Isabelle Nguyen
Isabelle Nguyen Technical Content Writer
Kristof Herrmann
Kristof Herrmann Software Engineer

Deploying RAG to Production

How to go from a working prototype to a retrieval augmented generative AI system in production: an overview for data scientists

September 13, 2023
Talk to YouTube Videos with Haystack Pipelines
LLM
Generative AI
Retrieval
RAG
Tuana Celik
Tuana Çelik Developer Advocate

Talk to YouTube Videos with Haystack Pipelines

Use Whisper to provide YouTube videos as context for retrieval augmented generation

September 8, 2023
Talk to Haystack Docs: Creating a Domain-Focused Q&A RAG Pipeline with WebRetriever
LLM
NLP
Generative AI
Retrieval
Vladimir Blagojevic
Vladimir Blagojevic Senior Software Engineer

Talk to Haystack Docs: Creating a Domain-Focused Q&A RAG Pipeline with WebRetriever

How to create a domain-focused Question and Answering (Q&A) system using Haystack's WebRetriever and RAG pipeline

September 4, 2023
Generative Documentation Q&A with Weaviate and Haystack
LLM
Generative AI
Retrieval
Prompting
RAG
Tuana Celik
Tuana Çelik Developer Advocate

Generative Documentation Q&A with Weaviate and Haystack

A guide to building a retrieval augmented generative pipeline for referenced documentation search.

September 2, 2023
Enhancing RAG Pipelines in Haystack: Introducing DiversityRanker and LostInTheMiddleRanker
LLM
NLP
Generative AI
Retrieval
Vladimir Blagojevic
Vladimir Blagojevic Senior Software Engineer

Enhancing RAG Pipelines in Haystack: Introducing DiversityRanker and LostInTheMiddleRanker

How the latest rankers optimize LLM context window utilization in Retrieval-Augmented Generation (RAG) pipelines

August 29, 2023
Generative vs. Extractive Language Models
LLM
NLP
Generative AI
Question Answering
Bilge Yucel
Bilge Yücel Developer Advocate

Generative vs. Extractive Language Models

Which one is right for your use case?

May 22, 2023
Build a Search Engine with GPT-3
LLM
NLP
GPT
Generative AI
Isabelle Nguyen
Isabelle Nguyen Technical Content Writer

Build a Search Engine with GPT-3

Combine the power of large language models with a corpus of your choice to generate natural-sounding answers that are grounded in facts

January 31, 2023

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