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Optimizing LLMs: A Step-by-Step Guide to Fine-Tuning with PEFT and QLoRA

Optimizing LLMs: A Step-by-Step Guide to Fine-Tuning with PEFT and QLoRA

A Practical Guide to Fine-Tuning LLM using QLora Conducting inference with large language models (LLMs) demands significant GPU power and memory resources, which can be

Blog 14 min read
Serverless Multi-Modal search engine application

Serverless Multi-Modal search engine application

by Ayush Chaurasia In this writeup, you’ll learn the process of building a multi-modal search engine using roboflow’s CLIP inference API and LanceDB,

Blog 3 min read
Context-aware chatbot using Llama 2 & lanceDB serverless vector database

Context-aware chatbot using Llama 2 & lanceDB serverless vector database

Building a real chatbot using RAG method – by Akash A. Desai Introduction: Many people know about OpenAI’s cool AI models like GPT-3.5 and

Blog 7 min read
LLMs, RAG, & the missing storage layer for AI

LLMs, RAG, & the missing storage layer for AI

by Ayush Chaurasia In the rapidly evolving landscape of artificial intelligence, Generative AI, especially Language Model Machines (LLMs) have emerged as the veritable backbone of

Blog 8 min read
Improving LLM-based web applications with easy-to-use and free serverless vector database LanceDB

Improving LLM-based web applications with easy-to-use and free serverless vector database LanceDB

by Tevin Wang I believe that there are currently two major challenges using LLMs. (1) outdated information (ChatGPT has limited knowledge of the world and

Blog 6 min read
S3 Backed Full-Text Search with Tantivy (Part 1)

S3 Backed Full-Text Search with Tantivy (Part 1)

by Rob Meng Tantivy is a highly performant full text search library written in Rust. The python version of tantivy powers the full-text search (FTS)

Blog 3 min read
Maximizing Developer Workflows using Lance and Claude 2

Maximizing Developer Workflows using Lance and Claude 2

by Leon Yee Introduction Just a few days ago, I went to Anthropic’s Hackathon, where hackers utilized their Claude 2 APIs to build some

Blog 10 min read
Reduce Hallucinations from LLM-powered Agents using Long-Term Memory

Reduce Hallucinations from LLM-powered Agents using Long-Term Memory

Introduction to Critique-Based Contexting with OpenAI, LangChain, and LanceDB

Blog 11 min read
Scalable Computer Vision with LanceDB & Voxel51

Scalable Computer Vision with LanceDB & Voxel51

Importance of dataset analysis in CV Dataset analysis is an essential step in any computer vision project. It allows us to understand the data that

Blog 2 min read
You can now delete rows in Lance and LanceDB!

You can now delete rows in Lance and LanceDB!

by Will Jones Starting in Lance 0.5.0, you can delete rows in Lance datasets. Up until now, we’ve only supported adding new

Blog 8 min read
Lance, Windows. Windows, Lance

Lance, Windows. Windows, Lance

This is a love letter to Christoph Gohlke

Blog 3 min read
Demystifying LLM Apps with Lance

Demystifying LLM Apps with Lance

There’s a lot of justifiable excitement around using LLMs as the basis for building a new generation of smart apps. While tools like LangChain

Blog 6 min read

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