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class="tensorsite-hero__side tensorsite-hero__side--right"> </div> <div class="tensorsite-hero__side tensorsite-hero__side--left-lower"> </div> <div class="tensorsite-hero__content"> <div class="tensorsite-content"> <h1 class="tensorsite-content__title" id="learn-how-tensorflow-solves-real,-everyday-machine-learning-problems" data-text=" Learn how TensorFlow solves real, everyday machine learning problems " tabindex="-1"> Learn how TensorFlow solves real, everyday machine learning problems </h1> <div class="tensorsite-content__description"> <inline-html> <p>Explore how various companies from a wide variety of industries implement ML to solve their biggest problems. From <a href="https://blog.tensorflow.org/2019/03/intelligent-scanning-using-deep-learning.html" item-id="healthcare">healthcare</a> to <a href="https://blog.tensorflow.org/2019/03/ranking-tweets-with-tensorflow.html" item-id="social networks">social networks</a> and even <a href="https://blog.tensorflow.org/2019/09/using-tensorflow-to-predict-product.html" item-id="ecommerce">ecommerce</a>, ML can be integrated into your industry and company.</p> </inline-html> </div> </div> </div> <div class="tensorsite-hero__image"> <img alt src="/static/site-assets/images/marketing/why/case-studies/case_studies_hero.png"> </div> </section> <section class="tensorsite-casestudy"> <div class="tensorsite-container"> <div class="tensorsite-group__header tensorsite-group__header--align-left"> <div class="tensorsite-content"> <div class="tensorsite-content__title tensorsite-content__title--grow"> Case studies </div> </div> <devsite-nav-buttons class="tensorsite-casestudy__filters" id="tf-filters" name="filter"> <button value="all"> <img alt="all icon" class="icon" loading="lazy" src="/static/site-assets/images/marketing/icon/icon-all-tensorflow.png"> <img alt="all icon checked" class="icon--checked" loading="lazy" src="/static/site-assets/images/marketing/icon/icon-all-tensorflow-white.png"> All TensorFlow </img> </button> <button value="Lite"> <img alt="Lite icon" class="icon" loading="lazy" src="/static/site-assets/images/marketing/icon/icon-tensorflow-lite.png"> <img alt="Lite icon checked" class="icon--checked" loading="lazy" src="/static/site-assets/images/marketing/icon/icon-tensorflow-lite-white.png"> TensorFlow Lite </button> <button value="TensorFlow.js"> <img alt="TensorFlow.js icon" class="icon" loading="lazy" src="/static/site-assets/images/marketing/icon/icon-tensorflowjs.png"> <img alt="TensorFlow.js icon checked" class="icon--checked" loading="lazy" src="/static/site-assets/images/marketing/icon/icon-tensorflowjs-white.png"> TensorFlow.js </button> <button value="TFX"> <img alt="TFX icon" class="icon" loading="lazy" src="/static/site-assets/images/marketing/icon/icon-tensorflow-extended.png"> <img alt="TFX icon checked" class="icon--checked" loading="lazy" src="/static/site-assets/images/marketing/icon/icon-tensorflow-extended-white.png"> TFX </button> </devsite-nav-buttons> </div> <div class="tensorsite-casestudy__content"> <div class="tensorsite-casestudy__cards"> <div class="tensorsite-container"> <div class="tensorsite-group__inner list"> <div class="tensorsite-card" data-filter-tag="airbnb Core"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_airbnb.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://medium.com/airbnb-engineering/categorizing-listing-photos-at-airbnb-f9483f3ab7e3" item-id="Airbnb" rel="noopener noreferrer" target="_blank"> Airbnb improves the guest experience by using TensorFlow to classify images and detect objects at scale </a> <div class="tensorsite-content__description"> <inline-html> <p>The Airbnb engineering and data science team applies machine learning using TensorFlow to classify images and detect objects at scale, helping to improve the guest experience.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--abreast"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://medium.com/airbnb-engineering/categorizing-listing-photos-at-airbnb-f9483f3ab7e3" item-id="Airbnb" rel="noopener noreferrer" tabindex="-1" target="_blank"> Learn more <span> </span> </a> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://airbnb.io/" item-id="Airbnb" rel="noopener noreferrer" target="_blank"> Website <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="airbus TFX"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_airbus.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <p class="tensorsite-content__subtitle tensorsite-content__tag"> TFX </p> <a class="tensorsite-content__title" href="https://blog.tensorflow.org/2020/04/how-airbus-detects-anomalies-iss-telemetry-data-tfx.html" item-id="Airbus"> Airbus uses TensorFlow to extract information from their satellite images and deliver valuable insights to clients </a> <div class="tensorsite-content__description"> <inline-html> <p>ML helps with monitoring changes to the Earth's surface for urban planning, fighting illegal construction and mapping damage and landscape changes caused by natural catastrophes.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--abreast"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--internal" href="https://blog.tensorflow.org/2020/04/how-airbus-detects-anomalies-iss-telemetry-data-tfx.html" item-id="Airbus" tabindex="-1"> Learn More <span> </span> </a> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.airbus.com/innovation.html" item-id="Airbus" rel="noopener noreferrer" target="_blank"> Website <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="arm Lite"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_arm.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <p class="tensorsite-content__subtitle tensorsite-content__tag"> TensorFlow Lite </p> <a class="tensorsite-content__title" href="https://github.com/ARM-software/android-nn-driver" item-id="Arm" rel="noopener noreferrer" target="_blank"> Arm's Hardware Abstraction Layer leads to a more than 4x performance boost to TensorFlow Lite </a> <div class="tensorsite-content__description"> <inline-html> <p>Arm NN for Android Neural Networks API (NNAPI) provides a Hardware Abstraction Layer (HAL) that targets Arm Mali GPUs and leads to more than a 4x performance boost to machine learning frameworks such as TensorFlow Lite.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--abreast"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://github.com/ARM-software/android-nn-driver" item-id="Arm" rel="noopener noreferrer" tabindex="-1" target="_blank"> Learn more <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="carousell Core"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_carousell.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://medium.com/carousell-insider/tagged/data-science" item-id="Carousell" rel="noopener noreferrer" target="_blank"> Carousell uses TensorFlow to improve the buyer and seller experience </a> <div class="tensorsite-content__description"> <inline-html> <p>Carousell builds machine learning models with deep image and natural language understanding using TensorFlow on Google Cloud ML. Sellers benefit from a simplified posting experience with image recognition, and buyers discover more relevant listings through recommendations and image search.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--abreast"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://medium.com/carousell-insider/tagged/data-science" item-id="Carousell" rel="noopener noreferrer" tabindex="-1" target="_blank"> Learn more <span> </span> </a> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.carousell.sg/" item-id="Carousell" rel="noopener noreferrer" target="_blank"> Website <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="ceva Lite"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_ceva.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <p class="tensorsite-content__subtitle tensorsite-content__tag"> TensorFlow Lite </p> <a class="tensorsite-content__title" href="https://www.ceva-dsp.com/" item-id="CEVA" rel="noopener noreferrer" target="_blank"> CEVA converts TensorFlow trained networks in their Deep Learning processors </a> <div class="tensorsite-content__description"> <inline-html> <p>CEVA’s NeuPro and CEVA-XM AI processors for Deep Learning and AI inferencing at the edge automatically convert TensorFlow trained networks for use in real-time embedded devices using the CEVA CDNN Compiler.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--abreast"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.ceva-dsp.com/" item-id="CEVA" rel="noopener noreferrer" tabindex="-1" target="_blank"> Website <span> </span> </a> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.ceva-dsp.com/press/ceva-announces-dsp-and-voice-neural-networks-integration-with-tensorflow-lite-for-microcontrollers/" item-id="CEVA" rel="noopener noreferrer" target="_blank"> Learn more <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="china-mobile Core"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_china_mobile.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://www.chinamobileltd.com" item-id="China Mobile" rel="noopener noreferrer" target="_blank"> China Mobile uses TensorFlow to improve their success rate of network element cutovers </a> <div class="tensorsite-content__description"> <inline-html> <p>China Mobile has created a deep learning system using TensorFlow that can automatically predict cutover time window, verify operation logs, and detect network anomalies. This has already successfully supported the world’s largest relocation of hundreds of millions IoT HSS numbers.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.chinamobileltd.com" item-id="China Mobile" rel="noopener noreferrer" tabindex="-1" target="_blank"> Learn more <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="coca-cola Core"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_cocacola.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://developers.googleblog.com/2017/09/how-machine-learning-with-tensorflow.html" item-id="Coca-Cola" rel="noopener noreferrer" target="_blank"> TensorFlow enables mobile proof-of-purchase at Coca-Cola </a> <div class="tensorsite-content__description"> <inline-html> <p>Advances in artificial intelligence and the maturity of TensorFlow enabled the Coca-Cola Company to achieve a long-sought frictionless proof-of-purchase capability for their loyalty program.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://developers.googleblog.com/2017/09/how-machine-learning-with-tensorflow.html" item-id="Coca-Cola" rel="noopener noreferrer" tabindex="-1" target="_blank"> Learn more <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="ge-healthcare Core"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_gehealthcare.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://blog.tensorflow.org/2019/03/intelligent-scanning-using-deep-learning.html" item-id="GE Healthcare"> GE trained a neural network using TensorFlow to identify anatomy on MRIs of the brain </a> <div class="tensorsite-content__description"> <inline-html> <p>Using TensorFlow, GE Healthcare is training a neural network to identify specific anatomy during brain magnetic resonance imaging (MRI) exams to help improve speed and reliability.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--abreast"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--internal" href="https://blog.tensorflow.org/2019/03/intelligent-scanning-using-deep-learning.html" item-id="GE Healthcare" tabindex="-1"> Learn more <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="google Lite"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_google.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <p class="tensorsite-content__subtitle tensorsite-content__tag"> TensorFlow Lite </p> <a class="tensorsite-content__title" href="https://ai.googleblog.com/search/label/TensorFlow" item-id="Google" rel="noopener noreferrer" target="_blank"> Google built TensorFlow to bring machine learning to everyone </a> <div class="tensorsite-content__description"> <inline-html> <p>Google uses TensorFlow to power ML implementations in products like Search, Gmail, and Translate, to aid researchers in new discoveries, and even to forge advances in humanitarian and environmental challenges.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--abreast"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://ai.googleblog.com/search/label/TensorFlow" item-id="Google" rel="noopener noreferrer" tabindex="-1" target="_blank"> Learn more <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="inspace TensorFlow.js"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_inspace.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <p class="tensorsite-content__subtitle tensorsite-content__tag"> TensorFlow.js </p> <a class="tensorsite-content__title" href="https://blog.tensorflow.org/2020/12/inspace-new-video-conferencing-platform-uses-tensorflowjs-for-toxicity-filters-in-chat.html" item-id="InSpace"> InSpace uses TensorFlow.js for real time toxicity filters in online chat </a> <div class="tensorsite-content__description"> <inline-html> <p>InSpace uses TensorFlow.js to detect toxic comments before they are even sent by performing all inference client side in the browser, removing the need to send text to a third-party server for classification.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--abreast"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--internal" href="https://blog.tensorflow.org/2020/12/inspace-new-video-conferencing-platform-uses-tensorflowjs-for-toxicity-filters-in-chat.html" item-id="InSpace" tabindex="-1"> Learn more <span> </span> </a> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://inspace.chat/" item-id="InSpace" rel="noopener noreferrer" target="_blank"> Website <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="intel Core"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_intel.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://www.intel.ai/tensorflow-optimizations-intel-xeon-scalable-processor/#gs.CxZXtywx" item-id="Intel" rel="noopener noreferrer" target="_blank"> Intel optimizes TensorFlow inference performance on the Xeon® Scalable processor </a> <div class="tensorsite-content__description"> <inline-html> <p>Intel's partnership with Google has resulted in up to 2.8x inference performance improvement across different models to benefit a wide range of customers running TensorFlow on Intel platforms.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--abreast"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.intel.ai/tensorflow-optimizations-intel-xeon-scalable-processor/#gs.CxZXtywx" item-id="Intel" rel="noopener noreferrer" tabindex="-1" target="_blank"> Learn more <span> </span> </a> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.intel.ai/#gs.psK4IZXL" item-id="Intel" rel="noopener noreferrer" target="_blank"> Website <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="kakao TFX"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_kakao.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <p class="tensorsite-content__subtitle tensorsite-content__tag"> TFX </p> <a class="tensorsite-content__title" href="https://www.kakaocorp.com/?lang=en" item-id="Kakao" rel="noopener noreferrer" target="_blank"> Kakao uses TensorFlow to predict the completion rate of ride-hailing requests </a> <div class="tensorsite-content__description"> <inline-html> <p>Kakao Mobility uses TensorFlow and TensorFlow Serving to predict the probability of trip completed rates when drivers are dispatched to fulfill ride-hailing requests.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.kakaocorp.com/?lang=en" item-id="Kakao" rel="noopener noreferrer" tabindex="-1" target="_blank"> Website <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="lenovo Core"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_lenovo.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://www.lenovo.com/us/en/data-center/software/Lenovo-Intelligent-Computing-Orchestration/p/WMD00000356" item-id="Lenovo" rel="noopener noreferrer" target="_blank"> Lenovo Intelligent Computing Orchestration uses TensorFlow to help accelerate the intelligent revolution </a> <div class="tensorsite-content__description"> <inline-html> <p>The Lenovo LiCO platform accelerates AI training and traditional High Performance Computing, and optimizes deep learning training with TensorFlow integration and optimization. LiCO provides various built-in TensorFlow models and supports optimized distributed training of these models.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--abreast"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.lenovo.com/us/en/data-center/software/Lenovo-Intelligent-Computing-Orchestration/p/WMD00000356" item-id="Lenovo" rel="noopener noreferrer" tabindex="-1" target="_blank"> Website <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="liulishuo Core"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_liulishuo.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://mp.weixin.qq.com/s/HrrAb05PjXRytwLIICMNMw" item-id="Liulishuo" rel="noopener noreferrer" target="_blank"> Liulishuo uses TensorFlow to help teach new languages </a> <div class="tensorsite-content__description"> <inline-html> <p>The Liulishuo algorithm team first applied TensorFlow to its internal machine learning project in early 2016. This easy-to-use machine learning framework helped the team build an application to teach English.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--abreast"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.liulishuo.com/en/" item-id="Liulishuo" rel="noopener noreferrer" target="_blank"> Website <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="modiface TensorFlow.js"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_modiface.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <p class="tensorsite-content__subtitle tensorsite-content__tag"> TensorFlow.js </p> <a class="tensorsite-content__title" href="https://blog.tensorflow.org/2020/02/how-modiface-utilized-tensorflowjs-in-ar-makeup-in-browser.html" item-id="Modiface"> Modiface utilized TensorFlow.js in production for AR makeup try on in the browser </a> <div class="tensorsite-content__description"> <inline-html> <p>ModiFace leverages the TensorFlow.js FaceMesh model to identify key facial features and combine them with WebGL shaders, allowing users to digitally try on makeup for L’Oreal brand products while preserving privacy. The live experience runs entirely in the browser, so no user data is ever sent to a server for processing.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--abreast"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--internal" href="https://blog.tensorflow.org/2020/02/how-modiface-utilized-tensorflowjs-in-ar-makeup-in-browser.html" item-id="Modiface" tabindex="-1"> Learn more <span> </span> </a> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://modiface.com/" item-id="Modiface" rel="noopener noreferrer" target="_blank"> Website <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="naver Core"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_naver.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://blog.tensorflow.org/2019/05/auto-classification-of-naver-shopping.html" item-id="NAVER"> Auto-classification of NAVER Shopping Product Categories using TensorFlow </a> <div class="tensorsite-content__description"> <inline-html> <p>Using TensorFlow NAVER Shopping automatically matches over 20 million newly registered products a day to around 5,000 categories in order to organize products systematically and allow easier searching for users.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--internal" href="https://blog.tensorflow.org/2019/05/auto-classification-of-naver-shopping.html" item-id="NAVER" tabindex="-1"> Learn more <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="nersc Core"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_nersc.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://blog.tensorflow.org/2019/02/scaling-summit-of-exascale-deep-learning.html" item-id="NERSC"> NERSC scaled a scientific DL application to 27,000+ Nvidia V100 Tensor Core GPUs using TensorFlow </a> <div class="tensorsite-content__description"> <inline-html> <p>NERSC and NVIDIA succeeded at scaling a scientific deep learning application to 27,000+ Nvidia V100 Tensor Core GPUs, breaking the ExaFLOP barrier in the process.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--abreast"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--internal" href="https://blog.tensorflow.org/2019/02/scaling-summit-of-exascale-deep-learning.html" item-id="NERSC" tabindex="-1"> Learn more <span> </span> </a> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.nersc.gov/" item-id="NERSC" rel="noopener noreferrer" target="_blank"> Website <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="openx TFX"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_openx.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <p class="tensorsite-content__subtitle tensorsite-content__tag"> TFX </p> <a class="tensorsite-content__title" href="https://blog.tensorflow.org/2021/02/how-openx-trains-and-serves-for-million-queries-per-second.html" item-id="OpenX"> OpenX prioritizes traffic for high volume requests using TFX </a> <div class="tensorsite-content__description"> <inline-html> <p>OpenX integrates TFX and Google Cloud Platform in their ad exchange to process more than one million requests every second and serve responses in under 15 milliseconds.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--abreast"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--internal" href="https://blog.tensorflow.org/2021/02/how-openx-trains-and-serves-for-million-queries-per-second.html" item-id="OpenX" tabindex="-1"> Learn more <span> </span> </a> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.openx.com/" item-id="OpenX" rel="noopener noreferrer" target="_blank"> Website <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="paypal Core"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_paypal.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://medium.com/paypal-engineering" item-id="PayPal" rel="noopener noreferrer" target="_blank"> PayPal uses TensorFlow to stay at the cutting edge of Fraud Detection </a> <div class="tensorsite-content__description"> <inline-html> <p>Using TensorFlow, deep transfer learning and generative modeling, PayPal has been able to recognize complex temporally varying fraud patterns to increase fraud decline accuracy while improving experience of legitimate users through increased precision in identification.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--abreast"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://medium.com/paypal-engineering" item-id="PayPal" rel="noopener noreferrer" tabindex="-1" target="_blank"> Website <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="qualcomm Lite"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_qualcomm.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <p class="tensorsite-content__subtitle tensorsite-content__tag"> TensorFlow Lite </p> <a class="tensorsite-content__title" href="https://www.qualcomm.com/news/onq/2017/01/09/tensorflow-machine-learning-now-optimized-snapdragon-835-and-hexagon-682-dsp" item-id="Qualcomm" rel="noopener noreferrer" target="_blank"> Qualcomm accelerates TensorFlow models on Snapdragon mobile platforms and beyond </a> <div class="tensorsite-content__description"> <inline-html> <p>Qualcomm optimizes and accelerates TensorFlow and TensorFlow Lite models on Snapdragon mobile platforms, and across chipset portfolios designed for IoT, compute, XR and automotive.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--abreast"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.qualcomm.com/news/onq/2017/01/09/tensorflow-machine-learning-now-optimized-snapdragon-835-and-hexagon-682-dsp" item-id="Qualcomm" rel="noopener noreferrer" tabindex="-1" target="_blank"> Learn more <span> </span> </a> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.qualcomm.com/" item-id="Qualcomm" rel="noopener noreferrer" target="_blank"> Website <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="sinovation-ventures Core"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_sinovation.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="http://www.sinovationventures.com/" item-id="Sinovation Ventures" rel="noopener noreferrer" target="_blank"> Detecting disease on OCT images of the retina with TensorFlow </a> <div class="tensorsite-content__description"> <inline-html> <p>Disease classification and segmentation were performed on retinal OCT images using TensorFlow. The three disease types were classified as either choroidal neovascularization, vitreous warts or diabetic retinal edema. After segmentation, Sinovation Ventures provided the boundary of the suspected lesions in the imaging.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--abreast"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="http://www.sinovationventures.com/" item-id="Sinovation Ventures" rel="noopener noreferrer" tabindex="-1" target="_blank"> Website <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="spotify TFX"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_spotify.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <p class="tensorsite-content__subtitle tensorsite-content__tag"> TFX </p> <a class="tensorsite-content__title" href="https://engineering.atspotify.com/2019/12/13/the-winding-road-to-better-machine-learning-infrastructure-through-tensorflow-extended-and-kubeflow/" item-id="Spotify" rel="noopener noreferrer" target="_blank"> Spotify personalizes recommendations for users with TFX </a> <div class="tensorsite-content__description"> <inline-html> <p>Spotify leverages TFX and Kubeflow pipelines in its Paved Road for ML systems, an opinionated set of products and configurations to deploy an end-to-end machine learning solution targeted at teams starting out on their ML journeys.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--abreast"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://engineering.atspotify.com/2019/12/13/the-winding-road-to-better-machine-learning-infrastructure-through-tensorflow-extended-and-kubeflow/" item-id="Spotify" rel="noopener noreferrer" tabindex="-1" target="_blank"> Learn more <span> </span> </a> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://www.spotify.com/" item-id="Spotify" rel="noopener noreferrer" target="_blank"> Website <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="swisscom Core"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_swisscom.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <a class="tensorsite-content__title" href="https://blog.tensorflow.org/2019/04/how-swisscoms-custom-built-tensorflow.html" item-id="Swisscom"> Swisscom optimizes customer support operations with custom-built TensorFlow model </a> <div class="tensorsite-content__description"> <inline-html> <p>Swisscom leverages TensorFlow's capacity for deeply customized machine learning models to classify text and determine the intent of 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class="tensorsite-content__subtitle tensorsite-content__tag"> TensorFlow Lite </p> <a class="tensorsite-content__title" href="http://software-dl.ti.com/processor-sdk-linux/esd/docs/latest/linux/Foundational_Components_Machine_Learning.html" item-id="Texas Instruments" rel="noopener noreferrer" target="_blank"> Texas Instruments Processor SDK integrates TensorFlow Lite for machine learning inference at the edge </a> <div class="tensorsite-content__description"> <inline-html> <p>Processor SDK optimizes TensorFlow Lite models, offloading CNN/DNN inference from general compute Arm® cores to purpose built hardware accelerators, which enhances machine learning capabilities in machine vision, robotics, automotive ADAS and many other applications.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--abreast"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" 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tweets with TensorFlow </a> <div class="tensorsite-content__description"> <inline-html> <p>Twitter used TensorFlow to build their "Ranked Timeline," allowing users to ensure that they don't miss their most important tweets even if they follow thousands of users.</p> </inline-html> </div> <div class="tensorsite-content__cta-wrapper tensorsite-content__cta-wrapper--abreast"> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--internal" href="https://blog.tensorflow.org/2019/03/ranking-tweets-with-tensorflow.html" item-id="Twitter" tabindex="-1"> Learn more <span> </span> </a> <a class="tensorsite-content__cta tensorsite-content__cta-icon tensorsite-icon--external" href="https://cortex.twitter.com/en.html" item-id="Twitter" rel="noopener noreferrer" target="_blank"> Website <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="vsco Lite"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" 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href="https://blog.tensorflow.org/2019/06/vsco-suggesting-presets-for-images.html" item-id="VSCO" tabindex="-1"> Learn more <span> </span> </a> </div> </div> </div> <div class="tensorsite-card" data-filter-tag="wps-office Lite"> <div class="tensorsite-content__image-wrapper"> <img alt class="tensorsite-content__image" src="/static/site-assets/images/marketing/why/case-studies/tile_logo_wps_office.png"> </div> <div class="tensorsite-content tensorsite-content--under-image"> <p class="tensorsite-content__subtitle tensorsite-content__tag"> TensorFlow Lite </p> <a class="tensorsite-content__title" href="https://www.wps.com" item-id="WPS Office" rel="noopener noreferrer" target="_blank"> WPS Office: an intelligent office based on TensorFlow </a> <div class="tensorsite-content__description"> <inline-html> <p>WPS Office implements multiple business scenarios, such as on-device image recognition and image OCR based on TensorFlow.</p> </inline-html> </div> <div 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