A9.com, Inc.

Whitney Chan

Aishwarya Natesh

Pinkee Rasik Patel Gupta

Sharmila Nagaraja Reddy

Andrea Joyce Diane Zehr

Deborah S Hoo

Son Dinh Tran

Smita Malaviya

Disclosed are various embodiments of systems and methods for dynamically generating and providing personalized recommendations of newer products or services potentially of interest to a particular user who has previously purchased a similar product or service. Historical purchase data or other information indicating the user's preferences is analyzed to determine personal preference data. Candidate content is identified based on attributes found in the preference data. Similarity strategies and criteria can be used to test features and qualities in candidate content. Recommended product or service content comes in the form of candidate content which reaches a similarity threshold or otherwise achieves a sufficient confidence score based at least in part on a similarity metric is determined. In accordance with various embodiments, the generation of newer product and service recommendations can be accomplished or optimized by training machine learning models, such as deep neural networks, using preference data for the particular user.

Dynamic recommendations personalized by historical data

Various embodiments provide techniques for generating a style profile in which items are recognized in image data, analyzed for their attributes, and categorized based on those attributes. In various embodiments, computer vision techniques can be used to analyze the image data and subsequent image data to update the generated style profiles. The style profiles may be associated with a person, event, or the like and provide users with items having similar characteristics or attributes, which may be available for purchase in an electronic marketplace. The style profiles may be updated by analyzing user interaction with the provided items and by receiving additional image data. Additionally, recommendations may be provided based on search queries that identify certain events or style profiles.

Computer vision based style profiles

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San Jose, CA, United States of America

Whitney Chan