Clustering, Data Pipeline and K-nearest Neighbors

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Clustering

Data Pipeline

K-nearest Neighbors

OfferUp improved local results by 54% and relevance recall by 27% with multimodal search on Amazon Bedrock and Amazon OpenSearch Service

AWS Machine Learning Blog

FEBRUARY 5, 2025

The following diagram illustrates the data pipeline for indexing and query in the foundational search architecture. The neural search pipeline forwards each search request to the same Amazon Titan Multimodal Embeddings model to convert the text and images into multi-dimensional vector embeddings.

K-nearest Neighbors

K-nearest Neighbors Machine Learning Machine Learning Database

How Active Learning Can Improve Your Computer Vision Pipeline

DagsHub

DECEMBER 23, 2024

Balanced Dataset Creation Balanced Dataset Creation refers to active learning's ability to select samples that ensure proper representation across different classes and scenarios, especially in cases of imbalanced data distribution. Supports batch processing for quick processing for the images.

Deep Learning

Deep Learning Deep Learning Supervised Learning Clustering

Data Science Current

OfferUp improved local results by 54% and relevance recall by 27% with multimodal search on Amazon Bedrock and Amazon OpenSearch Service

How Active Learning Can Improve Your Computer Vision Pipeline

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