Tag: embeddings
-
Hacker News: Binary vector embeddings are so cool
Source URL: https://emschwartz.me/binary-vector-embeddings-are-so-cool/ Source: Hacker News Title: Binary vector embeddings are so cool Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses binary quantized vector embeddings, emphasizing their ability to retain high accuracy while dramatically reducing storage size for machine learning applications. This topic is particularly relevant for AI and infrastructure security…
-
Cloud Blog: Getting started with NL2SQL (natural language to SQL) with Gemini and BigQuery
Source URL: https://cloud.google.com/blog/products/data-analytics/nl2sql-with-bigquery-and-gemini/ Source: Cloud Blog Title: Getting started with NL2SQL (natural language to SQL) with Gemini and BigQuery Feedly Summary: The rise of Natural Language Processing (NLP) combined with traditional Structured Query Language (SQL) has given rise to an exciting new technology known as Natural Language to SQL, or NL2SQL, which translates questions phrased…
-
Cloud Blog: How to simplify building RAG pipelines in BigQuery with Document AI Layout Parser
Source URL: https://cloud.google.com/blog/products/data-analytics/bigquery-and-document-ai-layout-parser-for-document-preprocessing/ Source: Cloud Blog Title: How to simplify building RAG pipelines in BigQuery with Document AI Layout Parser Feedly Summary: Document preprocessing is a common hurdle when building retrieval-augmented generation (RAG) pipelines. It often requires Python skills and external libraries to parse documents like PDFs into manageable chunks that can be used to…
-
Hacker News: DBT for Unstructured Data – DataChain
Source URL: https://github.com/iterative/datachain Source: Hacker News Title: DBT for Unstructured Data – DataChain Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text provides an overview of DataChain, a Python-based data-frame library designed to facilitate the organization and processing of unstructured data, maintaining strong relevance to professionals involved in AI, data management, and cloud…
-
Cloud Blog: Arize, Vertex AI API: Evaluation workflows to accelerate generative app development and AI ROI
Source URL: https://cloud.google.com/blog/topics/partners/benefits-of-arize-ai-in-tandem-with-vertex-ai-api-for-gemini/ Source: Cloud Blog Title: Arize, Vertex AI API: Evaluation workflows to accelerate generative app development and AI ROI Feedly Summary: In the rapidly evolving landscape of artificial intelligence, enterprise AI engineering teams must constantly seek cutting-edge solutions to drive innovation, enhance productivity, and maintain a competitive edge. In leveraging an AI observability…
-
Simon Willison’s Weblog: docs.jina.ai – the Jina meta-prompt
Source URL: https://simonwillison.net/2024/Oct/30/jina-meta-prompt/#atom-everything Source: Simon Willison’s Weblog Title: docs.jina.ai – the Jina meta-prompt Feedly Summary: docs.jina.ai – the Jina meta-prompt From Jina AI on Twitter: curl docs.jina.ai – This is our Meta-Prompt. It allows LLMs to understand our Reader, Embeddings, Reranker, and Classifier APIs for improved codegen. Using the meta-prompt is straightforward. Just copy the…
-
Hacker News: Vector databases are the wrong abstraction
Source URL: https://www.timescale.com/blog/vector-databases-are-the-wrong-abstraction/ Source: Hacker News Title: Vector databases are the wrong abstraction Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text discusses the complexities and challenges faced by engineering teams when integrating vector databases into AI systems, particularly in handling embeddings sourced from diverse data. It introduces the concept of a “vectorizer”…
-
The Cloudflare Blog: Building Vectorize, a distributed vector database, on Cloudflare’s Developer Platform
Source URL: https://blog.cloudflare.com/building-vectorize-a-distributed-vector-database-on-cloudflare-developer-platform Source: The Cloudflare Blog Title: Building Vectorize, a distributed vector database, on Cloudflare’s Developer Platform Feedly Summary: Vectorize was recently upgraded and made generally available, now supporting indexes of up to 5 million vectors, delivering faster responses, with lower pricing and a free tier. This post dives deep into how we built…
-
Cloud Blog: AI Hypercomputer software updates: Faster training and inference, a new resource hub, and more
Source URL: https://cloud.google.com/blog/products/compute/updates-to-ai-hypercomputer-software-stack/ Source: Cloud Blog Title: AI Hypercomputer software updates: Faster training and inference, a new resource hub, and more Feedly Summary: The potential of AI has never been greater, and infrastructure plays a foundational role in driving it forward. AI Hypercomputer is our supercomputing architecture based on performance-optimized hardware, open software, and flexible…
-
Hacker News: Probably pay attention to tokenizers
Source URL: https://cybernetist.com/2024/10/21/you-should-probably-pay-attention-to-tokenizers/ Source: Hacker News Title: Probably pay attention to tokenizers Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text delves into the critical role of tokenization in AI applications, particularly those utilizing Retrieval-Augmented Generation (RAG). It emphasizes how understanding tokenization can significantly affect the performance of AI models, especially in contexts…