Tag: Vector Embeddings
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Hacker News: Cascading retrieval: Unifying dense and sparse vector embeddings with reranking
Source URL: https://www.pinecone.io/blog/cascading-retrieval/ Source: Hacker News Title: Cascading retrieval: Unifying dense and sparse vector embeddings with reranking Feedly Summary: Comments AI Summary and Description: Yes Summary: Pinecone has introduced new cascading retrieval capabilities for AI search applications, enhancing the integration of dense and sparse retrieval systems. These advancements, which reportedly improve performance by up to…
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Cloud Blog: Vertex AI grounding: More reliable models, fewer hallucinations
Source URL: https://cloud.google.com/blog/products/ai-machine-learning/how-vertex-ai-grounding-helps-build-more-reliable-models/ Source: Cloud Blog Title: Vertex AI grounding: More reliable models, fewer hallucinations Feedly Summary: At the Gemini for Work event in September, we showcased how generative AI is transforming the way enterprises work. Across all the customer innovation we saw at the event, one thing was clear – if last year was…
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AWS News Blog: AWS Weekly Roundup: 197 new launches, AI training partnership with Anthropic, and join AWS re:Invent virtually (Nov 25, 2024)
Source URL: https://aws.amazon.com/blogs/aws/aws-weekly-roundup-197-new-launches-ai-training-partnership-with-anthropic-and-join-aws-reinvent-virtually-nov-25-2024/ Source: AWS News Blog Title: AWS Weekly Roundup: 197 new launches, AI training partnership with Anthropic, and join AWS re:Invent virtually (Nov 25, 2024) Feedly Summary: Last week, I saw an astonishing 197 new service launches from AWS. This means we are getting closer to AWS re:Invent 2024! Our News Blog team…
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Simon Willison’s Weblog: Binary vector embeddings are so cool
Source URL: https://simonwillison.net/2024/Nov/11/binary-vector-embeddings/#atom-everything Source: Simon Willison’s Weblog Title: Binary vector embeddings are so cool Feedly Summary: Binary vector embeddings are so cool Evan Schwartz: Vector embeddings by themselves are pretty neat. Binary quantized vector embeddings are extra impressive. In short, they can retain 95+% retrieval accuracy with 32x compression and ~25x retrieval speedup. It’s so…
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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…
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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…
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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…
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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…
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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”…
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Hacker News: The PlanetScale vectors public beta
Source URL: https://planetscale.com/blog/announcing-planetscale-vectors-public-beta Source: Hacker News Title: The PlanetScale vectors public beta Feedly Summary: Comments AI Summary and Description: Yes Summary: PlanetScale has launched an open beta for its vector search and storage capabilities, which integrate with its MySQL database. The new feature allows for the simultaneous management of vector data and relational data, ensuring…