How Do You Feed Words Into a Model That Only Understands Numbers? Meet Embeddings.
The idea that makes language models, recommendation systems, and semantic search actually workContinue reading on Medium »
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The idea that makes language models, recommendation systems, and semantic search actually workContinue reading on Medium »
Modern semantic search, retrieval-augmented generation (RAG) pipelines, and large-scale recommendation models heavily rely on embeddings — transformations of natural language text...
How a language model reads a word — and why context changes everythingContinue reading on Medium »
Анизотропия эмбеддингов не всегда зло, но «сырой» косинус часто даёт слишком размытый сигнал. Центрирование убирает общий фон и помогает увидеть различия, не разрушая локальные смы...
Why Searching 1 Million Arrays of 1536 Numbers Does NOT Melt Your CPUContinue reading on Medium »
LINEヤフーの技術カンファレンス「Tech-Verse 2026」の公式記事です。こんにちは。LINEヤフーで機械学習プラットフォームを開発している木原健太と袁逸凡です。今回は、LINEバイトの検索...
I spent a weekend building a Q&A bot for my team's internal docs. It sounded easy: dump PDFs into a vector database, query with embeddings, get answers. Three days later, I had...
Liquid AI's LFM2.5 Retrievers combine a dense bi-encoder and ColBERT late-interaction model for multilingual search on edge devices. The post Liquid AI Introduces LFM2.5-Embedding-...
Отзывы пользователей — один из самых ценных источников информации о продукте, при этом часто клиенты описывают одну и ту же тему или проблему десятками разных слов. Раньше работать...
Иногда одна строка датасета соответствует не одному объекту, а целому набору связанных объектов: новостям, комментариям, изображениям или событиям. Каждый из них можно превратить в...
You've probably shipped this bug before, where a user types " affordable laptop " into your search bar and gets zero results.
Introduction Heavy computation is a well-known problem in various ML algorithms today, especially when generative AI is applied to text, images, and other unstructured data. One of...
Thinking Machines Lab: Thinking Machines Lab debuts Inkling, an open-weight MoE model with 975B total and 41B active parameters, trained to be broad rather than optimized for one a...
The current era of Generative AI seems to primarily focus on chat interfaces and prompts, but the range of applications of large language models , or LLMs for short, is not limited...
In this post, we walk through the problem space, our architecture on Amazon Bedrock and Amazon OpenSearch Serverless, the evaluation methodology we built on OpenStreetMap ground tr...
In this quiz, you’ll test your understanding of Embeddings and Vector Databases With ChromaDB. By working through this quiz, you’ll revisit key concepts like vectors, cosine si...
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