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 ...38 readsLangChainRAG
karthik hublitext-embedding.hashnode.dev·Nov 21, 2024From Words to Vectors: Understanding the Magic of Text EmbeddingTransformers are the backbone of large language models (LLMs) and have revolutionized natural language processing by enabling models to handle vast amounts of text efficiently. Unlike traditional neural networks, transformers use a self-attention mec...AI
Sam Schneiderblog.samschneider.me·Jul 30, 2024Type Code, Get AIMany people are extremely conversant in AI, but still haven't typed that first command to interact with a real AI model. Let's change that in a single blog post. The first technology you need is called a Jupytr Notebook. There are lots of online host...1 like·36 readsJupyter Notebook
Similoluwa Okunowosimiokunowo.hashnode.dev·Sep 24, 2023Visualizing Text and Image Embeddings Using Python: A Beginner's GuideIntroduction In machine learning, embeddings have emerged as a transformative technique that empowers us to capture intricate patterns from data using dense numerical vector representations. These embeddings encapsulate semantic information from dive...1 like·348 readsText embeddings
