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visual content recommender/search to search similar images using Amazon SageMaker and Amazon Elasticsearch

License: MIT License

Python 0.29% Jupyter Notebook 99.71%

aws-visual-content-recommender's Introduction

Visual content recommender

This repository guides users through creating a visual content recommender/search to search similar images using Amazon SageMaker and Amazon Elasticsearch

How does it work?

Each reference image from Caltech101 dataset is represented as a 2048 feature vector using a convolutional neural networks and gets stored into Amazon Elasticsearch KNN index

diagram

When we present a new query image, it's computing the related feature vector from Amazon SageMaker hosted model and query Amazon Elasticsearch KNN index to find similar images

diagram

License

This library is licensed under the MIT-0 License. See the LICENSE file.

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