Amazon Technologies, Inc.

Paul Christopher Cerda

Kelly Duggar Wiggins

Thibault Pierre Seillier

Paul Kasper

Leo Parker Dirac

Sean Michael Scott

Blair Livingstone Hotchkies

Anthony T Chor

William Joseph Kaper

Min Chong

Kevin Andrew Granade

Udip Pant

Pallami Bhattacharjee

Bradley Scott Bowman

Jeremy Boynes

Aman Agarwal

Systems and methods for managing content delivery functionalities based on machine learning models are provided. In one aspect, content requests are routed in accordance with clusters of historical content requests to optimize cache performance. In another aspect, content delivery strategies for responding to content requests are determined based on a model trained on data related to historical content requests. The model may also be used to determine above-the-fold configurations for rendering responses to content requests. In some embodiments, portions of the model can be executed on client computing devices.

Machine learning based content delivery

A content management system (CMS) and a translation management system (TMS) can utilize content dimensions for content items to manage and translate the content items between languages. Machine and human translations of complex dynamic content can also be improved by pre-rendering the content to remove localization-related syntax prior to machine or human translation. Content items can also be scored as to their suitability for localization prior to translation, and translation can be skipped for content items that do not have a sufficiently high score. Semantic and natural language processing (NLP) techniques can also be utilized for content categorization and routing. Translations of content items can also be continuously refined and higher quality re-translated content can be provided in an automated fashion.

Source language content scoring for localizability

Semantic and natural language processing for content categorization and routing

Continuous translation refinement with automated delivery of re-translated content

Leveraging content dimensions during the translation of human-readable languages

Abstraction of syntax in localization through pre-rendering

Growing community of inventors

Snohomish, WA, United States of America

Paul Christopher Cerda