LLM Technology
LLM 기술 정보 나눔
14/10/2023
Retrieval Augmented Generation — Intuitively and Exhaustively Explain Making language models that can look stuff up
14/10/2023
Advanced RAG Implementation on Custom Data Using Hybrid Search, Embed Caching And Mistral-AI What is RAG ?
10/10/2023
https://www.anyscale.com/blog/a-comprehensive-guide-for-building-rag-based-llm-applications-part-1
Building RAG-based LLM Applications for Production (Part 1) In this guide, we will learn how to develop and productionize a retrieval augmented generation (RAG) based LLM application, with a focus on scale, evaluation and routing.
27/09/2023
Analyse your data with the OpenAI API and Streamlit — and Nothing Else Upload your CSV and ask the AI anything you like: summaries, insights, reports… and save the result — without using of extra libraries
27/09/2023
Creating an AI web service using LangChain with Streamlit using LLaMA 2 or ChatGPT4 in your LOCAL… Create Chat with your PDF using Full stack in your local machine
26/09/2023
https://python.plainenglish.io/chatbot-document-retrieval-asking-non-trivial-questions-c9b1560becb6
Chatbot Document Retrieval: Asking Non-Trivial Questions No more simple inquiries — let’s put the chatbots to the test with complex, data-driven questions.
26/09/2023
https://cobusgreyling.medium.com/openai-gpt-3-5-turbo-model-fine-tuning-dd76f50db27f
OpenAI GPT-3.5 Turbo Model Fine-Tuning This article considers the process, speed and data requirements to create a fine-tuned model. On 22 August 2023 OpenAI announced the…
23/09/2023
Fine-Tuning Your Embedding Model to Maximize Relevance Retrieval in RAG Pipeline NVIDIA SEC 10-K filing analysis before and after fine-tuning embeddings
22/09/2023
https://towardsdatascience.com/enhancing-csv-file-query-performance-in-chatgpt-3e2b67a5f867
Enhancing CSV File Query Performance in ChatGPT with LangChain’s Self-Querying based on a customized CSV Loader
22/09/2023
10 Ways to Improve the Performance of Retrieval Augmented Generation Systems Tools to go from prototype to production
22/09/2023
https://cobusgreyling.medium.com/self-critique-llm-chain-using-langchain-smartllmchain-d67c42a4fa83
Self-Critique LLM Chain Using LangChain & SmartLLMChain SmartLLMChain is a LangChain implementation of the self-critique chain principle. It is useful for particularly complex question answering…
Indexing | 🦜️🔗 Langchain Here, we will look at a basic indexing workflow using the LangChain indexing API.
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