Artificial Intelligence

Amit Mukherjee

Author: Amit Mukherjee

Build a shelf monitoring application using AWS Panorama

Out-of-stock (OOS) is an essential metric tracked across the retail industry. Brick-and-mortar retailers seek to reduce their costs associated with OOS items, while simultaneously increasing shopper satisfaction without inventory surplus. A product can be OOS in three main ways: Distribution OOS, Store OOS, and Shelf OOS. This post focuses on Shelf OOS. Shelf OOS occurs […]

Building an NLU-powered search application with Amazon SageMaker and the Amazon OpenSearch Service KNN feature

September 8, 2021: Amazon Elasticsearch Service has been renamed to Amazon OpenSearch Service. See details. This post has also been updated with changes required for SageMaker SDK v2 and an improved notebook experience. The rise of semantic search engines has made ecommerce and retail businesses search easier for its consumers. Search engines powered by natural […]

Building a visual search application with Amazon SageMaker and Amazon ES

September 8, 2021: Amazon Elasticsearch Service has been renamed to Amazon OpenSearch Service. See details. Sometimes it’s hard to find the right words to describe what you’re looking for. As the adage goes, “A picture is worth a thousand words.” Often, it’s easier to show a physical example or image than to try to describe […]

Building a smart garage door opener with AWS DeepLens and Amazon Rekognition

April 2023 Update: Starting January 31, 2024, you will no longer be able to access AWS DeepLens through the AWS management console, manage DeepLens devices, or access any projects you have created. To learn more, refer to these frequently asked questions about AWS DeepLens end of life. Many industries, including retail, manufacturing, and healthcare, are adopting […]

Building, training, and deploying fastai models with Amazon SageMaker

April 2023: Please refer to the fastai course material for updated content Deep learning is changing the world. However, much of the foundation work, such as building containers, can slow you down. This post describes how you can build, train, and deploy fastai models into Amazon SageMaker training and hosting by using the Amazon SageMaker […]