Mahendra Dewanganmahendradew.hashnode.dev·Jan 3, 2025Vector Databases and EmbeddingsIn the era of rapidly growing unstructured data — ranging from images and audio to text and videos — traditional databases often fall short in managing and retrieving insights from these complex data types. Enter vector databases and embeddings, the ...1 likevector database
Henry Aduhenryadu.hashnode.dev·Dec 16, 2024Step-by-Step Guide to Local RAG with Ollama's Gemma 2, and LangChain.dartIntroduction to Local RAG What is Retrieval-Augmented Generation (RAG)? The core idea is to enhance the generative capabilities of language models by incorporating external knowledge retrieved from a document store or database. This approach is very ...203 readsLangChainRAG
Chirag Joshichiragjoshi-tech.hashnode.dev·Nov 10, 2024The Science Behind Large Language ModelsIntroduction Definition and Overview of LLMs A large language model (LLM) is a type of artificial intelligence (AI) program that can recognize and generate text, among other tasks. LLMs are trained on huge sets of data - hence the name "large". LLMs ...1 likeAI
Fotie M. Constantblog.fotiecodes.com·Apr 11, 2024Explaining Embeddings in Machine Learning like I'm 10Words are very powerful! To help people understand us, we use them to communicate our ideas and thoughts. The funny thing is, although humans understand words, AI models don't actually understand them. All they understand are numbers! Thus, we need t...10 likes·52 readsMachine Learning
Embeddervectorembeddings.hashnode.dev·Jan 11, 2024Vector Embeddings: The future language of dataWe stand at an inflection point in history, on the precipice of a technological revolution driven by artificial intelligence. A revolution fundamentally transforming the way we understand and interact with data. At the core of this seismic shift are ...generative ai
Brian Kingsolodev.app·Dec 10, 2023aiChat: About Embeddings.TL;DR. This is a chat with MEM.ai. I wanted to gain insights into how embeddings work, what it takes to generate embeddings, and how to save them so they can be used by LLMs. Attributions: https://mem.ai/. An Introduction. The first "killer app" fo...The AI SeriesRetrieval-Augmented Generation
Aleksandarstaleks.hashnode.dev·Sep 22, 2023Installing LocalAI on AWS EC2 instanceCreated EC2 instance AMI Linux based on CloudFormation template. Connect to EC2 instance using SSH $ sudo yum update Last metadata expiration check: 0:02:36 ago on Thu Sep 21 15:49:01 2023. Dependencies resolved. Nothing to do. Complete!...1.1K readsAI
