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Close Close * Research areas * Automated reasoning * Cloud and systems * Computer vision * Conversational AI / Natural-language processing * Economics * Information and knowledge management * Machine learning * Operations research and optimization * Quantum technologies * Robotics * Search and information retrieval * Security, privacy, and abuse prevention * Sustainability * Automated reasoning * Cloud and systems * Computer vision * Conversational AI / Natural-language processing * Economics * Information and knowledge management * Machine learning * Operations research and optimization * Quantum technologies * Robotics * Search and information retrieval * Security, privacy, and abuse prevention * Sustainability * Blog * News and features * Awards and recognitions * Videos and webinars * Awards and recognitions * Videos and webinars * Publications * Conferences * Collaborations * Academics at Amazon * Alexa Prize * Amazon Research Awards * NSF Fairness in AI * Academics at Amazon * Alexa Prize * Amazon Research Awards * NSF Fairness in AI * Careers * Internships * Working at Amazon * Internships * Working at Amazon Feedback Follow Us * twitter * instagram * youtube * facebook * linkedin Menu * Research areas * Automated reasoning * Cloud and systems * Computer vision * Conversational AI / Natural-language processing * Economics * Information and knowledge management * Machine learning * Operations research and optimization * Quantum technologies * Robotics * Search and information retrieval * Security, privacy, and abuse prevention * Sustainability * Automated reasoning * Cloud and systems * Computer vision * Conversational AI / Natural-language processing * Economics * Information and knowledge management * Machine learning * Operations research and optimization * Quantum technologies * Robotics * Search and information retrieval * Security, privacy, and abuse prevention * Sustainability * Blog * News and features * Awards and recognitions * Videos and webinars * Awards and recognitions * Videos and webinars * Publications * Conferences * Collaborations * Academics at Amazon * Alexa Prize * Amazon Research Awards * NSF Fairness in AI * Academics at Amazon * Alexa Prize * Amazon Research Awards * NSF Fairness in AI * Careers * Internships * Working at Amazon * Internships * Working at Amazon Feedback Show Search Search Query Submit Search CUSTOMER-OBSESSED SCIENCE FROM THE BLOG View all The latest research from Amazon scientists. View all * Amazon presents new method for "debugging" machine learning models December 07, 2021 Synthetic data produced by perturbing test inputs identify error classes and provide additional data for retraining. Computer vision * Jodi Jacobson/iStock "Alexa, assist me” is now live! December 03, 2021 Learn how you can help the university teams competing to develop agents that will assist customers with completing tasks requiring multiple steps. Conversational AI / Natural-language processing * A gentle introduction to automated reasoning December 01, 2021 Meet Amazon Science’s newest research area. Automated reasoning * CONFERENCE CALENDAR * NeurIPS 2021 Machine learning December 6 - 14, 2021 * ASRU 2021 Conversational AI / Natural-language processing December 13 - 17, 2021 * WACV 2022 Computer vision January 4 - 8, 2022 NEWS AND FEATURES View all The latest news about scientific innovation at Amazon. View all * Developing a model to offer fashion products for diverse tastes December 06, 2021 Scientists are working to address assortment optimization and inventory planning challenges for fashion products. Operations research and optimization * NeurIPS luminaries on the future of AI December 02, 2021 Amazon Science hosts a conversation with Amazon Scholars Michael I. Jordan and Michael Kearns and Amazon distinguished scientist Bernhard Schölkopf. Machine learning * Andrew Goldberg, co-authors, win SIGecom Test of Time Award November 24, 2021 The 2001 paper was awarded for “foundational work initiating a long and fruitful line of work in approximately revenue-optimal auction design in prior free settings”. Operations research and optimization * Özalp Özer receives INFORMS honorable mention November 17, 2021 The paper by Özer and his co-authors examines the role of earmarking and transparency on donors and their donations. Operations research and optimization The challenge and promise of quantum computing Join seven Amazon scientists, Scholars and Visiting Academics as they discuss the current and future challenges of quantum… Register now RECENT PUBLICATIONS View all View all * MAPS: Multimodal attention for product similarity Nilotpal Das, Aniket Joshi, Promod Yenigalla, Gourav Agrwal WACV 2022 2022 Learning to identify similar products in the e-commerce domain has widespread applications such as ensuring consistent grouping of the products in the catalog, avoiding duplicates in the search results, etc. Here, we address the problem of learning product similarity for highly challenging real-world data from the Amazon catalog. We define it as a… Read More Computer vision * SeeTek: Very large-scale open-set logo recognition with text-aware metric learning Chenge Li, Istvan Fehėrvári , Xiaonan Zhao, Ives Macedo, Srikar Appalaraju WACV 2022 2022 Recent advances in deep learning and computer vision have set new state of the art in logo recognition [2, 9, 36]. Logo recognition has mostly been approached as a closed-set object recognition problem and more recently as an open-set retrieval problem. Current approaches suffer from distinguishing visually similar logos, especially in open-set… Read More Computer vision * NUTA: Non-uniform temporal aggregation for action recognition Xinyu Li, Chunhui Liu, Bing Shuai, Yi Zhu, Hao Chen, Joseph Tighe WACV 2022 2022 In the world of action recognition research, one primary focus has been on how to construct and train networks to model the spatial-temporal volume of an input video. These methods typically uniformly sample a segment of an input clip (along the temporal dimension). However, not all parts of a video are equally important to determine the action in… Read More Computer vision * SSCAP: Self-supervised co-occurrence action parsing for unsupervised temporal action segmentation Zhe Wang, Hao Chen, Xinyu Li, Chunhui Liu, Yuanjun Xiong, Joseph Tighe, Charless Fowlkes WACV 2022 2022 Temporal action segmentation is a task to classify each frame in the video with an action label. However, it is quite expensive to annotate every frame in a large corpus of videos to construct a comprehensive supervised training dataset. Thus in this work we propose an unsupervised method, namely SSCAP, that operates on a corpus of… Read More Computer vision * Gaussian density parametrization flow: Particle and stochastic approaches Théo Galy-Fajou, Valerio Perrone, Manfred Opper 4th Symposium on Advances in Approximate Bayesian Inference 2022 Bayesian inference is intractable for most practical problems and requires approximation schemes with several trade-offs. Variational inference provides one of such approximations which, while powerful, has thus far seen limited use in high-dimensional applications due to its complexity and computational cost. This paper introduces a scalable,… Read More Machine learning Load More COLLABORATIONS View all Amazon engages with the science community in a number of ways. View all * Steve Nowland/Emory University Using machine learning to reduce costs, increase accuracy, and improve access in healthcare December 09, 2021 Gari Clifford, the chair of the Department of Biomedical Informatics at Emory University and an Amazon Research Award recipient, wants to transform healthcare. Machine learning * Courtesy of Garegin Papoian Garegin Papoian’s quest to model an elusive class of proteins December 08, 2021 With the support of an Amazon Research Award, Papoian’s team is deciphering the dynamics of intrinsically disordered proteins. Machine learning * Amazon Research Awards issues winter 2022 call for proposals November 30, 2021 Submission period extends from December 6, 2021 to January 21, 2022. Conversational AI / Natural-language processing WORKING AT AMAZON View all Meet the people driving the innovation essential to being the world’s most customer-centric company. View all * Courtesy of De'Aira Bryant How De’Aira Bryant found her path into robotics November 15, 2021 The computer scientist recently finished her second internship at Amazon, where she worked on a new way to estimate the human expression on faces in images. Robotics * Courtesy of Andreia Pierce How Andreia Pierce utilizes her science background in her AWS business role November 10, 2021 Being able to understand and relate to the needs of working scientists is key to her success. Cloud and systems * Cristiana Lara's journey from a curious student to an Amazon research scientist October 12, 2021 Today she's helping Amazon to better formulate how to more efficiently transport packages through the middle mile of its complex delivery network. Operations research and optimization WORK WITH US See more jobs See more jobs Applied Scientist, Classification and Policy Platform US, CA, Sunnyvale Job summaryEver wonder how you can keep the world’s largest selection also the world’s safest and legally compliant selection? Then come join a… Read More Applied Scientist CN, 44, Shenzhen Job summaryAmazon Web Services (AWS) is looking for a world class applied scientist in Great China Region (GCR). The candidate will… Read More Data Scientist - Ads, Video Ads Science US, WA, Seattle Job summaryAmazon is investing heavily in building a customer centric, world class advertising business across its many unique… Read More Senior Manager, Data Science, Analytics & Insights, Amazon Music Marketing & Growth US, CA, San Francisco This role can be based in New York, San Francisco, Seattle, Los Angeles or Atlanta.Imagine being a part of an agile team where your ideas… Read More Data Scientist I, Gift Cards IN, KA, Bangalore Job summaryHow to use the world’s richest collection of e-commerce data to improve payments experience for our customers?… Read More Data Scientist I, Gift Cards IN, KA, Bangalore Job summaryHow to use the world’s richest collection of e-commerce data to improve payments experience for our customers?… Read More Research Scientist, Amazon Business US, WA, Seattle Job summaryAmazon Business Science (ABS) team is looking for an experienced research scientist to excel at pricing optimization,… Read More Economist US, MA, Virtual Location - Massachuset We are seeking a seasoned Senior Economist to accelerate the growth of Amazon Prime through econometrics and data analytics. Our… Read More Applied Scientist II - Automated Reasoning Group, AWS Identity US, VA, Arlington Job summaryAre you passionate about applying formal verification, program analysis, constraint-solving, and theorem proving… Read More Economist I, People eXperience & Technology Central Science (PXTCS) US, WA, Seattle Job summaryAre you motivated by ambiguity? Do you want to apply your microeconometric skills to solve real problems, and to help real… Read More Research Scientist, Amazon Freight US, WA, Bellevue Job summaryIt’s no secret that Amazon relies on science to deliver millions of packages every day to its customers – on time, with low… Read More Manager, Applied Science, Alexa Monetization Services US, CA, Irvine Job summaryThe mission of the Economic Technology (ET) team is to disrupt decision processes at Amazon in order to generate… Read More Applied Scientist US, CO, Boulder Job summaryAs a team, we are focused on building services that are able to deliver relevant marketing campaigns in a privacy-centric… Read More Data Scientist US, CA, Sunnyvale Job summaryAre you seeking an environment where you can drive innovation? Do you want to apply learning techniques and advanced… Read More Applied Scientist, Alexa AI US, WA, Seattle Job summaryDo you want to join Alexa Artificial Intelligence (AI), the science team behind Amazon’s intelligence voice assistance… Read More Principal Applied Scientist , Engagement and Cinematic Marketing Tech US, WA, Seattle Job summaryAt Prime Video, we’re inventing a customer-centric future that offers more choice and flexibility than ever. Where you can… Read More Data Scientist, Prime Video Live Sports US, CA, Culver City Job summaryAmazon is seeking an outstanding Data Scientist to uncover key insights on how customers engage with live sports events… Read More Data Scientist, Employee Investment Services (EIS), Employee Investment Services US, Virtual Job summaryAmazon has helped reinvent how we live our daily lives. As an HR team, we are rethinking how HR supports the employee… Read More Data Scientist, Employee Investment Services US, VA, Arlington Job summaryAmazon has helped reinvent how we live our daily lives. As an HR team, we are rethinking how HR supports the employee… Read More Applied Scientist - AWS AI US, CA, Santa Clara Job summaryAmazon AI is looking for world class scientists to join its Deep Engine team. As part of this team, you will be responsible for… Read More * About * Research areas * Blog * News and features * Publications * Conferences * Collaborations * Careers * Academics * Research Awards * About Amazon * Amazon Developer * Amazon Web Services * Newsletter * Search * RSS Have feedback? Help us improve the website Take survey Amazon.com | Conditions of Use | Privacy | © 1996-2021 Amazon.com, Inc. or its affiliates Follow Us * twitter * instagram * youtube * facebook * linkedin