Amazon Technologies, Inc.

Himanshu Prafulla Shringarpure

Sunny Dasgupta

Sri Kaushik Pavani

Sabya Sachi

Shriram Venkataramana

Niyaz Puzhikkunnath

Mathew Philip

Divya Varshney

Shubhangam Agrawal

Fnu Najih

Suryansh Purwar

Computer systems and associated methods are disclosed to implement a model development environment (MDE) that allows a team of users to perform iterative model experiments to develop machine learning (ML) media models. In embodiments, the MDE implements a media data management interface that allows users to annotate and manage training data for models. In embodiments, the MDE implements a model experimentation interface that allows users to configure and run model experiments, which include a training run and a test run of a model. In embodiments, the MDE implements a model diagnosis interface that displays the model's performance metrics and allows users to visually inspect media samples that were used during the model experiment to determine corrective actions to improve model performance for later iterations of experiments. In embodiments, the MDE allows different types of users to collaborate on a series of model experiments to build an optimal media model.

User interface for visual diagnosis of image misclassification by machine learning

Fast annotation of samples for machine learning model development

Development environment for machine learning media models

Growing community of inventors

Bellevue, WA, United States of America

Himanshu Prafulla Shringarpure