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Signed-off-by: Chris Abraham <[email protected]>
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‎_community_stories/31.md

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title: 'Amazon Ads Uses PyTorch and AWS Inferentia to Scale Models for Ads Processing'
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ext_url: /blog/amazon-ads-case-study/
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date: February 24, 2022
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tags: ["Retail"]
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---
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Amazon Ads uses PyTorch, TorchServe, and AWS Inferentia to reduce inference costs by 71% and drive scale out. Amazon Ads helps companies build their brand and connect with shoppers through ads shown both within and beyond Amazon’s store, including websites, apps, and streaming TV content in more than 15 countries. Businesses and brands of all sizes, including registered sellers, vendors, book vendors, Kindle Direct Publishing (KDP) authors, app developers, and agencies can upload their own ad creatives, which can include images, video, audio, and, of course, products sold on Amazon.

‎_community_stories/32.md

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title: 'How Trigo built a scalable AI development & deployment pipeline for Frictionless Retail'
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ext_url: https://medium.com/pytorch/how-trigo-built-a-scalable-ai-development-deployment-pipeline-for-frictionless-retail-b583d25d0dd
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date: Jun 16, 2020
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tags: ["Retail"]
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---
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Trigo is a provider of AI & computer vision based checkout-free systems for the retail market, enabling frictionless checkout and a range of other in-store operational and marketing solutions such as predictive inventory management, security and fraud prevention, pricing optimization and event-driven marketing.

‎_community_stories/33.md

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title: 'How We Built: An Early-Stage Recommender System'
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ext_url: https://www.onepeloton.com/press/articles/designing-an-early-stage-recommender-system
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date: October 18, 2021
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tags: ["Retail"]
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---
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Personalization is ubiquitous on most platforms today. Supercharged by connectivity, and scaled by machine learning, most experiences on the internet are tailored to our personal tastes. Peloton classes offer a diversity of instructors, languages, fitness disciplines, durations and intensity. Each Member has specific fitness goals, schedule, fitness equipment, and level of skill or strength. This diversity of content and individuality of Member needs at massive scale creates the opportunity for a recommender system to create a personalized experience on the Peloton platform.

‎_community_stories/34.md

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title: 'Automated Background Removal in E-commerce Fashion Image Processing Using PyTorch on Databricks'
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ext_url: https://www.databricks.com/blog/2021/04/29/automated-background-removal-in-e-commerce-fashion-image-processing-using-pytorch-on-databricks.html
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date: April 29, 2021
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tags: ["Retail"]
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---
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Wehkamp is one of the biggest e-commerce companies in the Netherlands, with more than 500,000 daily visitors on their website. A wide variety of products offered on the Wehkamp site aims to meet its customers’ many needs. An important aspect of any customer visit on an e-commerce website is a qualitative and accurate visual experience of the products. At a large scale, this is no easy task, with thousands of product photos processed in a local photo studio.

‎_community_stories/35.md

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title: 'Search Model Serving Using PyTorch and TorchServe'
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ext_url: https://medium.com/walmartglobaltech/search-model-serving-using-pytorch-and-torchserve-6caf9d1c5f4d
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date: Jan 23, 2023
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tags: ["Retail"]
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---
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Walmart Search has embarked on the journey of adopting Deep Learning in the search ecosystem to improve search relevance. For our pilot use case, we served the computationally intensive Bert Base model at runtime with an objective to achieve low latency and high throughput.
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‎_community_stories/36.md

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title: 'How We Used AWS Inferentia to Boost PyTorch NLP Model Performance by 4.9x for the Autodesk Ava Chatbot'
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ext_url: https://medium.com/pytorch/how-we-used-aws-inferentia-to-boost-pytorch-nlp-model-performance-by-4-9x-9f79f5314ca8
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date: Apr 7, 2021
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tags: ["Technology"]
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---
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Autodesk is a multinational software company with world-renowned products in areas such as Architecture, Engineering, & Construction, Manufacturing, and Media & Entertainment. Amongst Autodesk’s best-known products are AutoCAD, Revit, Maya, and Fusion 360. The company has millions of customers around the world, and many of them have need for support to make best use of their products.
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‎_community_stories/37.md

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title: 'Bentley Systems creates breakthrough framework, drastically speeds up AI development with Azure Machine Learning'
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ext_url: https://www.microsoft.com/en/customers/story/1480221307332639219-bentley-systems-partner-professional-services-azure-machine-learning
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date: March 16, 2022
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tags: ["Technology"]
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---
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Software innovator Bentley Systems offers a broad portfolio of solutions to help the organizations that design, build, and operate the world’s infrastructure assets. The company uses machine learning in its flagship product to read disparate paper-based asset data and transform it into consolidated digital data. To speed up and formalize this process, Bentley created a machine learning operations framework using Microsoft Azure Machine Learning and PyTorch. Developers’ speed and job satisfaction have shot up since they began using this stable, reproducible framework, which easily gets their code into the cloud, accelerating delivery by three to five times and significantly increasing efficiency.

‎_community_stories/38.md

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title: 'PyTorch Community Voices'
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ext_url: https://www.youtube.com/watch?v=LBOIxA5sg2A
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date: Jun 2, 2021
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tags: ["Technology"]
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---
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Join us for an interview with star PyTorch community members Alexander O’Connor and Binghui Ouyang from AutoDesk as we learn how they used PyTorch and AWS Inferentia to deploy production-scale models in chatbot intent classification.

‎_community_stories/39.md

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title: 'How PyTorch is bringing the power of AI to computers and smartphones'
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ext_url: https://ai.meta.com/blog/pytorch-ai-smartphones-computers/
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date: December 2, 2022
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tags: ["Technology"]
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---
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Many of the experiences people enjoy on Facebook and Instagram are powered by artificial intelligence (AI). A number of them, like Assistant, Avatars, and AR effects, cannot be powered by server-side AI due to latency, network bandwidth, and other constraints. Running AI on-device —that is, directly on a phone, tablet, or even a pair of smart glasses — offers huge advantages over constantly sending data back to a server. It’s faster, and it creates a privacy-enhancing experience for people who use our platforms. However, on-device AI presents new challenges, since it requires coping with devices that have a small battery, far less powerful processors, and less memory than a server in a data center.

‎_community_stories/40.md

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title: 'Axon offers technology boost for public safety with in-car Automated License Plate Recognition on Azure'
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ext_url: https://www.microsoft.com/en/customers/story/1610624764549732009-axon-partner-professional-services-azure
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date: March 09, 2023
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tags: ["Technology"]
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---
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Axon, a technology leader in public safety, developed AI technology to add cutting-edge license plate recognition capabilities to its in-car camera products, which now can identify plates for vehicles of interest and provide law enforcement with proactive notifications and alerts. Axon AI scientists and engineers chose Microsoft Azure infrastructure as a scalable, cost-efficient, and feature-rich environment where they can develop and test AI models. With Azure compute, storage, and PyTorch and machine learning resources, Axon can easily take advantage of the latest software and hardware technology to develop best-in-class AI solutions for its customers.

‎_community_stories/41.md

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title: 'ML Model Server Resource Saving - Transition From High-Cost GPUs to Intel CPUs and oneAPI powered Software with performance'
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ext_url: /blog/ml-model-server-resource-saving/
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date: October 11, 2023
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tags: ["Technology"]
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---
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Here, We will be sharing our experience in moving AI workloads from our GPU servers to our Intel CPU servers without any performance or quality degradation, and saving annual costs of approximately 340 thousand U.S. Dollar (refer to the Conclusion) in the process.

‎_community_stories/42.md

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title: 'Dialogue Assistance for Customer Service at Airbnb'
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ext_url: https://www.youtube.com/watch?v=jtVUV0Gzxp0&t=730s
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date: Aug 20, 2019
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tags: ["Technology"]
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---
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Businesses are using PyTorch, an open source machine learning framework, to seamlessly build, train, and deploy AI models in production across their products and services. Hear how industry leaders leverage PyTorch to help power everything from ubiquitous productivity software used across the world to enabling advances in medicine for fighting cancer.

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