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What Is Retrieval-Augmented Generation?

Hacker News

Patrick Lewis “We definitely would have put more thought into the name had we known our work would become so widespread,” Lewis said in an interview from Singapore, where he was sharing his ideas with a regional conference of database developers. “We Retrieval-augmented generation combines LLMs with embedding models and vector databases.

Database 181
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What Is a Transformer Model?

Hacker News

By finding patterns between elements mathematically, transformers eliminate that need, making available the trillions of images and petabytes of text data on the web and in corporate databases. In addition, the math that transformers use lends itself to parallel processing, so these models can run fast.

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Streamlining ETL data processing at Talent.com with Amazon SageMaker

AWS Machine Learning Blog

Established in 2011, Talent.com aggregates paid job listings from their clients and public job listings, and has created a unified, easily searchable platform. Our pipeline belongs to the general ETL (extract, transform, and load) process family that combines data from multiple sources into a large, central repository. path_suffix='.parquet',

ETL 105
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Question answering using Retrieval Augmented Generation with foundation models in Amazon SageMaker JumpStart

AWS Machine Learning Blog

There are a few limitations of using off-the-shelf pre-trained LLMs: They’re usually trained offline, making the model agnostic to the latest information (for example, a chatbot trained from 2011–2018 has no information about COVID-19). For each record in the knowledge database, we generate an embedding vector using the GPT-J embedding model.

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10 Graphs That Sum Up the State of AI in 2023

Flipboard

This split has steadily grown since 2011, when the percentages were nearly equal. With use comes abuse Using data from the AI, Algorithmic, and Automation Incidents and Controversies ( AIAAIC) Repository , a publicly available database, the AI Index reported that the number of incidents concerning the misuses of AI is shooting up.

AI 182
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Multi-Modal Methods: Visual Speech Recognition (Lip Reading)

ML Review

Recent Intersections Between Computer Vision and Natural Language Processing (Part One) This is the first instalment of our latest publication series looking at some of the intersections between Computer Vision (CV) and Natural Language Processing (NLP). Thanks for reading! 40] Chung et al. Hassanat, A.B.A.