公开(公告)号：US10719301B1

公开(公告)日：2020-07-21

申请号：US16172611

申请日：2018-10-26

Applicant: Amazon Technologies, Inc.

Inventor： Sunny Dasgupta ,  Sri Kaushik Pavani ,  Shriram Venkataramana ,  Sabya Sachi ,  Himanshu Prafulla Shringarpure ,  Divya Varshney ,  FNU Najih ,  Suryansh Purwar ,  Niyaz Puzhikkunnath ,  Mathew Philip ,  Shubhangam Agrawal

IPC: G06F9/44 ,  G06F8/34 ,  G06F11/36 ,  G06N5/04 ,  G06N3/08 ,  G06K9/62 ,  G06N20/00

Abstract: 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.