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The Art of Efficient Search: Scalar Quantization and Vectors

This post discusses compression techniques for efficient embedding search, focusing on scalar quantization, which reduces the size of vectors without significant loss in search quality. It explores the benefits of quantization in terms of reduced memory usage and improved search speed.

Apr 22, 2024•6m read time•From medium.com
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The Art of Efficient Search: Scalar Quantization and VectorsBackgroundWhy is flat embedding search hard?Scalar quantization to the rescueLooking forwardsDefine the future of AI with usAcknowledgements
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