1. Building a RAG system OpenSearch LLM Intelligent Q&A Edition is a one-stop RAG product that can build a RAG system in minutes and allows for visual model selection, prompt customization, and effect optimization in the console. For details, see Ente...
How to choose the best embedding model for your RAG application Evaluating embedding models This tutorial is Part 1 of a multi-part series on retrieval-augmented generation (RAG), where we start with the fundamentals of building a RAG application, and work our way to more advanced techniques fo...
This is a time when retrieval-augmented generation (RAG) turns unstructured/unorganized data into real-time, upcycled masterpieces. RAG augments large language model (LLM) queries with knowledge that generates a more meaningful answer for the end user. Adding relevancy to data is important because t...
which fetches relevant document snippets from a large corpus, and an LLM, which produces answers using the information from those snippets. In essence, RAG helps the model to “look up” external information to improve its responses.
LangChain and RAG best practices Introduction LangChain LangChain is an Open-source developer framework for building LLM applications. It components are as below: Prompt Prompt Templates: used for generating model input. Output Parsers: implementations for processing generated results. ...
LangChain and RAG best practices Introduction LangChain LangChain is an Open-source developer framework for building LLM applications. It components are as below: Prompt Prompt Templates: used for generating model input. Output Parsers: implementations for processing generated results. ...
Simplifine: Simplifine lets you invoke LLM finetuning with just one line of code using any Hugging Face dataset or model. Transformer Lab: Open Source Application for Advanced LLM Engineering: interact, train, fine-tune, and evaluate large language models on your own computer. Liger-Kernel: Eff...
Because most pizza ovens have stones that are attached, you'll have to wait until the oven cools and wipe the inside of the cooking chamber and pizza stone surface with a wet rag. Avoid the use of soap since any residual could affect the flavor of future food. For stubborn bits, Ooni ...
There are a lot of free and open-source tools on the market. But Keboola offers the best value for money. The freemium model unlocks all the open-source ETL, ELT, and reverse ETL features, without even swiping the credit card. And you don’t have to worry about deployment or maintenance...
Open WebUI (GitHub): Open WebUI provides a rich web interface for prototyping AI applications using the most popular generative AI design patterns (prompt engineering, RAG, tool calling, etc.). It is build to work seamlessly with ollama and take advantage of the models you have available ...