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content="https://discuss.ai.google.dev/tag/ml_ops" /> <meta name="twitter:url" content="https://discuss.ai.google.dev/tag/ml_ops" /> <meta property="og:title" content="Topics tagged ml_ops" /> <meta name="twitter:title" content="Topics tagged ml_ops" /> <meta property="og:description" content="Topics tagged ml_ops" /> <meta name="twitter:description" content="Topics tagged ml_ops" /> </head> <body class="crawler browser-update"> <header> <a href="/"> Build with Google AI </a> </header> <div id="main-outlet" class="wrap" role="main"> <h1> <a itemprop="item" href="https://discuss.ai.google.dev/tag/ml_ops"> <span itemprop='name'>ml_ops</span> </a> </h1> <div class="topic-list-container" itemscope itemtype='http://schema.org/ItemList'> <meta itemprop='itemListOrder' content='http://schema.org/ItemListOrderDescending'> <table class='topic-list'> <thead> <tr> <th>Topic</th> <th></th> <th class="replies">Replies</th> <th class="views">Views</th> <th>Activity</th> </tr> </thead> <tbody> <tr class="topic-list-item"> <td class="main-link" itemprop='itemListElement' itemscope itemtype='http://schema.org/ListItem'> <meta itemprop='position' content='1'> <span class="link-top-line"> <a itemprop='url' href='https://discuss.ai.google.dev/t/do-you-slice-your-training-data-to-evaluate-how-well-it-generalizes-for-different-subsets-of-your-data/29762' class='title raw-link raw-topic-link'>Do you slice your training data to evaluate how well it generalizes for different subsets of your data?</a> </span> <div class="link-bottom-line"> <a href='/c/tensorflow/general-discussion-6/37' class='badge-wrapper bullet'> <span class='badge-category-bg' style='background-color: #f2a346'></span> <span class='badge-category clear-badge'> <span class='category-name'>General Discussion</span> </span> </a> <div class="discourse-tags"> <a href='https://discuss.ai.google.dev/tag/tfx' class='discourse-tag'>tfx</a> , <a href='https://discuss.ai.google.dev/tag/ml_ops' class='discourse-tag'>ml_ops</a> , <a href='https://discuss.ai.google.dev/tag/community_support' class='discourse-tag'>community_support</a> </div> </div> </td> <td class='posters'> <a href="https://discuss.ai.google.dev/u/robertcrowe" class="latest single"> <img width="25" height="25" src="https://avatars.discourse-cdn.com/v4/letter/r/f4b2a3/25.png" class="avatar" title='robertcrowe - Original Poster, Most Recent Poster' aria-label='robertcrowe - Original Poster, Most Recent Poster'> </a> </td> <td class="replies"> <span class='posts' title='posts'>0</span> </td> <td class="views"> <span class='views' title='views'>1857</span> </td> <td> February 9, 2021 </td> </tr> <tr class="topic-list-item"> <td class="main-link" itemprop='itemListElement' itemscope itemtype='http://schema.org/ListItem'> <meta itemprop='position' content='2'> <span class="link-top-line"> <a itemprop='url' href='https://discuss.ai.google.dev/t/how-to-mange-image-data-for-deep-learning/29157' class='title raw-link raw-topic-link'>How to mange image data for Deep Learning?</a> </span> <div class="link-bottom-line"> <a href='/c/tensorflow/general-discussion-6/37' class='badge-wrapper bullet'> <span class='badge-category-bg' style='background-color: #f2a346'></span> <span class='badge-category clear-badge'> <span class='category-name'>General Discussion</span> </span> </a> <div class="discourse-tags"> <a href='https://discuss.ai.google.dev/tag/tfx' class='discourse-tag'>tfx</a> , <a href='https://discuss.ai.google.dev/tag/learning' class='discourse-tag'>learning</a> , <a href='https://discuss.ai.google.dev/tag/ml_ops' class='discourse-tag'>ml_ops</a> </div> </div> </td> <td class='posters'> <a href="https://discuss.ai.google.dev/u/ai2ys" class=""> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/ai2ys/25/23610_2.png" class="avatar" title='ai2ys - Original Poster' aria-label='ai2ys - Original Poster'> </a> <a href="https://discuss.ai.google.dev/u/Aniket_Dubey" class="latest"> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/aniket_dubey/25/16664_2.png" class="avatar" title='Aniket_Dubey - Most Recent Poster' aria-label='Aniket_Dubey - Most Recent Poster'> </a> </td> <td class="replies"> <span class='posts' title='posts'>1</span> </td> <td class="views"> <span class='views' title='views'>2072</span> </td> <td> September 20, 2024 </td> </tr> <tr class="topic-list-item"> <td class="main-link" itemprop='itemListElement' itemscope itemtype='http://schema.org/ListItem'> <meta itemprop='position' content='3'> <span class="link-top-line"> <a itemprop='url' href='https://discuss.ai.google.dev/t/how-do-you-decide-when-to-retrain-your-production-models/30857' class='title raw-link raw-topic-link'>How do you decide when to retrain your production models?</a> </span> <div class="link-bottom-line"> <a href='/c/tensorflow/general-discussion-6/37' class='badge-wrapper bullet'> <span class='badge-category-bg' style='background-color: #f2a346'></span> <span class='badge-category clear-badge'> <span class='category-name'>General Discussion</span> </span> </a> <div class="discourse-tags"> <a href='https://discuss.ai.google.dev/tag/tfx' class='discourse-tag'>tfx</a> , <a href='https://discuss.ai.google.dev/tag/ml_ops' class='discourse-tag'>ml_ops</a> , <a href='https://discuss.ai.google.dev/tag/training' class='discourse-tag'>training</a> </div> </div> </td> <td class='posters'> <a href="https://discuss.ai.google.dev/u/robertcrowe" class=""> <img width="25" height="25" src="https://avatars.discourse-cdn.com/v4/letter/r/f4b2a3/25.png" class="avatar" title='robertcrowe - Original Poster' aria-label='robertcrowe - Original Poster'> </a> <a href="https://discuss.ai.google.dev/u/deeb" class=""> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/deeb/25/6252_2.png" class="avatar" title='deeb - Frequent Poster' aria-label='deeb - Frequent Poster'> </a> <a href="https://discuss.ai.google.dev/u/Mat_Kelcey" class=""> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/mat_kelcey/25/6327_2.png" class="avatar" title='Mat_Kelcey - Frequent Poster' aria-label='Mat_Kelcey - Frequent Poster'> </a> <a href="https://discuss.ai.google.dev/u/Bhack" class=""> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/bhack/25/6388_2.png" class="avatar" title='Bhack - Frequent Poster' aria-label='Bhack - Frequent Poster'> </a> <a href="https://discuss.ai.google.dev/u/Mihai" class="latest"> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/mihai/25/13011_2.png" class="avatar" title='Mihai - Most Recent Poster' aria-label='Mihai - Most Recent Poster'> </a> </td> <td class="replies"> <span class='posts' title='posts'>4</span> </td> <td class="views"> <span class='views' title='views'>3347</span> </td> <td> September 27, 2022 </td> </tr> <tr class="topic-list-item"> <td class="main-link" itemprop='itemListElement' itemscope itemtype='http://schema.org/ListItem'> <meta itemprop='position' content='4'> <span class="link-top-line"> <a itemprop='url' href='https://discuss.ai.google.dev/t/direct-loading-inference-on-model-created-in-vertex-ai/31980' class='title raw-link raw-topic-link'>Direct loading/inference on model created in Vertex AI</a> </span> <div class="link-bottom-line"> <a href='/c/tensorflow/general-discussion-6/37' class='badge-wrapper bullet'> <span class='badge-category-bg' style='background-color: #f2a346'></span> <span class='badge-category clear-badge'> <span class='category-name'>General Discussion</span> </span> </a> <div class="discourse-tags"> <a href='https://discuss.ai.google.dev/tag/models' class='discourse-tag'>models</a> , <a href='https://discuss.ai.google.dev/tag/serving' class='discourse-tag'>serving</a> , <a href='https://discuss.ai.google.dev/tag/tfx' class='discourse-tag'>tfx</a> , <a href='https://discuss.ai.google.dev/tag/ml_ops' class='discourse-tag'>ml_ops</a> , <a href='https://discuss.ai.google.dev/tag/help_request' class='discourse-tag'>help_request</a> </div> </div> </td> <td class='posters'> <a href="https://discuss.ai.google.dev/u/iordan" class=""> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/iordan/25/11597_2.png" class="avatar" title='iordan - Original Poster' aria-label='iordan - Original Poster'> </a> <a href="https://discuss.ai.google.dev/u/macd" class="latest"> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/macd/25/92_2.png" class="avatar" title='macd - Most Recent Poster' aria-label='macd - Most Recent Poster'> </a> </td> <td class="replies"> <span class='posts' title='posts'>1</span> </td> <td class="views"> <span class='views' title='views'>1552</span> </td> <td> July 8, 2022 </td> </tr> <tr class="topic-list-item"> <td class="main-link" itemprop='itemListElement' itemscope itemtype='http://schema.org/ListItem'> <meta itemprop='position' content='5'> <span class="link-top-line"> <a itemprop='url' href='https://discuss.ai.google.dev/t/tft-tasks-halfway-between-automl-and-custom-training/24667' class='title raw-link raw-topic-link'>Tft_tasks: Halfway between automl and custom training</a> </span> <div class="link-bottom-line"> <a href='/c/tensorflow/show-tell/30' class='badge-wrapper bullet'> <span class='badge-category-bg' style='background-color: #5bbae1'></span> <span class='badge-category clear-badge'> <span class='category-name'>Show and Tell</span> </span> </a> <div class="discourse-tags"> <a href='https://discuss.ai.google.dev/tag/ml_ops' class='discourse-tag'>ml_ops</a> </div> </div> </td> <td class='posters'> <a href="https://discuss.ai.google.dev/u/pritamdodeja" class="latest single"> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/pritamdodeja/25/11832_2.png" class="avatar" title='pritamdodeja - Original Poster, Most Recent Poster' aria-label='pritamdodeja - Original Poster, Most Recent Poster'> </a> </td> <td class="replies"> <span class='posts' title='posts'>0</span> </td> <td class="views"> <span class='views' title='views'>934</span> </td> <td> June 9, 2022 </td> </tr> <tr class="topic-list-item"> <td class="main-link" itemprop='itemListElement' itemscope itemtype='http://schema.org/ListItem'> <meta itemprop='position' content='6'> <span class="link-top-line"> <a itemprop='url' href='https://discuss.ai.google.dev/t/dataset-of-datasets-pipeline/26353' class='title raw-link raw-topic-link'>Dataset of Datasets pipeline</a> </span> <div class="link-bottom-line"> <a href='/c/tensorflow/general-discussion-6/37' class='badge-wrapper bullet'> <span class='badge-category-bg' style='background-color: #f2a346'></span> <span class='badge-category clear-badge'> <span class='category-name'>General Discussion</span> </span> </a> <div class="discourse-tags"> <a href='https://discuss.ai.google.dev/tag/tfdata' class='discourse-tag'>tfdata</a> , <a href='https://discuss.ai.google.dev/tag/ml_ops' class='discourse-tag'>ml_ops</a> , <a href='https://discuss.ai.google.dev/tag/education' class='discourse-tag'>education</a> , <a href='https://discuss.ai.google.dev/tag/help_request' class='discourse-tag'>help_request</a> </div> </div> </td> <td class='posters'> <a href="https://discuss.ai.google.dev/u/Rafael_Rafailov" class=""> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/rafael_rafailov/25/8303_2.png" class="avatar" title='Rafael_Rafailov - Original Poster' aria-label='Rafael_Rafailov - Original Poster'> </a> <a href="https://discuss.ai.google.dev/u/pritamdodeja" class="latest"> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/pritamdodeja/25/11832_2.png" class="avatar" title='pritamdodeja - Most Recent Poster' aria-label='pritamdodeja - Most Recent Poster'> </a> </td> <td class="replies"> <span class='posts' title='posts'>1</span> </td> <td class="views"> <span class='views' title='views'>2121</span> </td> <td> May 26, 2022 </td> </tr> <tr class="topic-list-item"> <td class="main-link" itemprop='itemListElement' itemscope itemtype='http://schema.org/ListItem'> <meta itemprop='position' content='7'> <span class="link-top-line"> <a itemprop='url' href='https://discuss.ai.google.dev/t/bert-sentiment-analysis-on-vertex-ai-using-tfx/30541' class='title raw-link raw-topic-link'>Bert sentiment analysis on vertex ai using tfx</a> </span> <div class="link-bottom-line"> <a href='/c/tensorflow/show-tell/30' class='badge-wrapper bullet'> <span class='badge-category-bg' style='background-color: #5bbae1'></span> <span class='badge-category clear-badge'> <span class='category-name'>Show and Tell</span> </span> </a> <div class="discourse-tags"> <a href='https://discuss.ai.google.dev/tag/tfx' class='discourse-tag'>tfx</a> , <a href='https://discuss.ai.google.dev/tag/nlp' class='discourse-tag'>nlp</a> , <a href='https://discuss.ai.google.dev/tag/learning' class='discourse-tag'>learning</a> , <a href='https://discuss.ai.google.dev/tag/ml_ops' class='discourse-tag'>ml_ops</a> , <a href='https://discuss.ai.google.dev/tag/education' class='discourse-tag'>education</a> </div> </div> </td> <td class='posters'> <a href="https://discuss.ai.google.dev/u/anon13492991" class="latest single"> <img width="25" height="25" src="https://avatars.discourse-cdn.com/v4/letter/a/a698b9/25.png" class="avatar" title='anon13492991 - Original Poster, Most Recent Poster' aria-label='anon13492991 - Original Poster, Most Recent Poster'> </a> </td> <td class="replies"> <span class='posts' title='posts'>0</span> </td> <td class="views"> <span class='views' title='views'>2259</span> </td> <td> May 13, 2022 </td> </tr> <tr class="topic-list-item"> <td class="main-link" itemprop='itemListElement' itemscope itemtype='http://schema.org/ListItem'> <meta itemprop='position' content='8'> <span class="link-top-line"> <a itemprop='url' href='https://discuss.ai.google.dev/t/neural-network-with-tensorflow-after-growing-data-stopped-studying/29597' class='title raw-link raw-topic-link'>Neural network with tensorflow after growing data stopped studying</a> </span> <div class="link-bottom-line"> <a href='/c/tensorflow/general-discussion-6/37' class='badge-wrapper bullet'> <span class='badge-category-bg' style='background-color: #f2a346'></span> <span class='badge-category clear-badge'> <span class='category-name'>General Discussion</span> </span> </a> <div class="discourse-tags"> <a href='https://discuss.ai.google.dev/tag/models' class='discourse-tag'>models</a> , <a href='https://discuss.ai.google.dev/tag/ml_ops' class='discourse-tag'>ml_ops</a> , <a href='https://discuss.ai.google.dev/tag/help_request' class='discourse-tag'>help_request</a> </div> </div> </td> <td class='posters'> <a href="https://discuss.ai.google.dev/u/maxim" class="latest"> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/maxim/25/8744_2.png" class="avatar" title='maxim - Original Poster, Most Recent Poster' aria-label='maxim - Original Poster, Most Recent Poster'> </a> <a href="https://discuss.ai.google.dev/u/Ekaterina_Dranitsyna" class=""> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/ekaterina_dranitsyna/25/8599_2.png" class="avatar" title='Ekaterina_Dranitsyna - Frequent Poster' aria-label='Ekaterina_Dranitsyna - Frequent Poster'> </a> </td> <td class="replies"> <span class='posts' title='posts'>2</span> </td> <td class="views"> <span class='views' title='views'>1168</span> </td> <td> November 25, 2021 </td> </tr> <tr class="topic-list-item"> <td class="main-link" itemprop='itemListElement' itemscope itemtype='http://schema.org/ListItem'> <meta itemprop='position' content='9'> <span class="link-top-line"> <a itemprop='url' href='https://discuss.ai.google.dev/t/distributed-training-in-tensorflow-with-ai-platform-docker/30381' class='title raw-link raw-topic-link'>Distributed Training in TensorFlow with AI Platform & Docker</a> </span> <div class="link-bottom-line"> <a href='/c/tensorflow/show-tell/30' class='badge-wrapper bullet'> <span class='badge-category-bg' style='background-color: #5bbae1'></span> <span class='badge-category clear-badge'> <span class='category-name'>Show and Tell</span> </span> </a> <div class="discourse-tags"> <a href='https://discuss.ai.google.dev/tag/contributing' class='discourse-tag'>contributing</a> , <a href='https://discuss.ai.google.dev/tag/learning' class='discourse-tag'>learning</a> , <a href='https://discuss.ai.google.dev/tag/ml_ops' class='discourse-tag'>ml_ops</a> , <a href='https://discuss.ai.google.dev/tag/education' class='discourse-tag'>education</a> </div> </div> </td> <td class='posters'> <a href="https://discuss.ai.google.dev/u/Sayak_Paul" class=""> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/sayak_paul/25/13002_2.png" class="avatar" title='Sayak_Paul - Original Poster' aria-label='Sayak_Paul - Original Poster'> </a> <a href="https://discuss.ai.google.dev/u/Bhack" class=""> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/bhack/25/6388_2.png" class="avatar" title='Bhack - Frequent Poster' aria-label='Bhack - Frequent Poster'> </a> <a href="https://discuss.ai.google.dev/u/Johnny_Smith" class="latest"> <img width="25" height="25" src="https://avatars.discourse-cdn.com/v4/letter/j/278dde/25.png" class="avatar" title='Johnny_Smith - Most Recent Poster' aria-label='Johnny_Smith - Most Recent Poster'> </a> </td> <td class="replies"> <span class='posts' title='posts'>3</span> </td> <td class="views"> <span class='views' title='views'>1628</span> </td> <td> November 5, 2021 </td> </tr> <tr class="topic-list-item"> <td class="main-link" itemprop='itemListElement' itemscope itemtype='http://schema.org/ListItem'> <meta itemprop='position' content='10'> <span class="link-top-line"> <a itemprop='url' href='https://discuss.ai.google.dev/t/new-gcp-blog-dual-deployments-on-vertex-ai/31036' class='title raw-link raw-topic-link'>New GCP Blog: Dual Deployments on Vertex AI</a> </span> <div class="link-bottom-line"> <a href='/c/tensorflow/show-tell/30' class='badge-wrapper bullet'> <span class='badge-category-bg' style='background-color: #5bbae1'></span> <span class='badge-category clear-badge'> <span class='category-name'>Show and Tell</span> </span> </a> <div class="discourse-tags"> <a href='https://discuss.ai.google.dev/tag/tfx' class='discourse-tag'>tfx</a> , <a href='https://discuss.ai.google.dev/tag/keras' class='discourse-tag'>keras</a> , <a href='https://discuss.ai.google.dev/tag/learning' class='discourse-tag'>learning</a> , <a href='https://discuss.ai.google.dev/tag/ml_ops' class='discourse-tag'>ml_ops</a> , <a href='https://discuss.ai.google.dev/tag/education' class='discourse-tag'>education</a> </div> </div> </td> <td class='posters'> <a href="https://discuss.ai.google.dev/u/Sayak_Paul" class=""> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/sayak_paul/25/13002_2.png" class="avatar" title='Sayak_Paul - Original Poster' aria-label='Sayak_Paul - Original Poster'> </a> <a href="https://discuss.ai.google.dev/u/lgusm" class="latest"> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/lgusm/25/6230_2.png" class="avatar" title='lgusm - Most Recent Poster' aria-label='lgusm - Most Recent Poster'> </a> </td> <td class="replies"> <span class='posts' title='posts'>1</span> </td> <td class="views"> <span class='views' title='views'>3821</span> </td> <td> September 23, 2021 </td> </tr> <tr class="topic-list-item"> <td class="main-link" itemprop='itemListElement' itemscope itemtype='http://schema.org/ListItem'> <meta itemprop='position' content='11'> <span class="link-top-line"> <a itemprop='url' href='https://discuss.ai.google.dev/t/automl-tensorflowlite-export-is-broken-for-object-detection/31979' class='title raw-link raw-topic-link'>AutoML TensorflowLite export is broken for Object Detection</a> </span> <div class="link-bottom-line"> <a href='/c/tensorflow/general-discussion-6/37' class='badge-wrapper bullet'> <span class='badge-category-bg' style='background-color: #f2a346'></span> <span class='badge-category clear-badge'> <span class='category-name'>General Discussion</span> </span> </a> <div class="discourse-tags"> <a href='https://discuss.ai.google.dev/tag/tflite' class='discourse-tag'>tflite</a> , <a href='https://discuss.ai.google.dev/tag/ml_ops' class='discourse-tag'>ml_ops</a> , <a href='https://discuss.ai.google.dev/tag/help_request' class='discourse-tag'>help_request</a> </div> </div> </td> <td class='posters'> <a href="https://discuss.ai.google.dev/u/airman00" class="latest"> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/airman00/25/8546_2.png" class="avatar" title='airman00 - Original Poster, Most Recent Poster' aria-label='airman00 - Original Poster, Most Recent Poster'> </a> <a href="https://discuss.ai.google.dev/u/Alex_Seguin" class=""> <img width="25" height="25" 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itemprop='itemListElement' itemscope itemtype='http://schema.org/ListItem'> <meta itemprop='position' content='13'> <span class="link-top-line"> <a itemprop='url' href='https://discuss.ai.google.dev/t/do-you-have-any-models-in-production-or-do-you-plan-to-have-any/26183' class='title raw-link raw-topic-link'>Do you have any models in production, or do you plan to have any?</a> </span> <div class="link-bottom-line"> <a href='/c/tensorflow/general-discussion-6/37' class='badge-wrapper bullet'> <span class='badge-category-bg' style='background-color: #f2a346'></span> <span class='badge-category clear-badge'> <span class='category-name'>General Discussion</span> </span> </a> <div class="discourse-tags"> <a href='https://discuss.ai.google.dev/tag/tfx' class='discourse-tag'>tfx</a> , <a href='https://discuss.ai.google.dev/tag/ml_ops' class='discourse-tag'>ml_ops</a> </div> </div> </td> <td class='posters'> <a href="https://discuss.ai.google.dev/u/robertcrowe" class=""> <img width="25" height="25" src="https://avatars.discourse-cdn.com/v4/letter/r/f4b2a3/25.png" class="avatar" title='robertcrowe - Original Poster' aria-label='robertcrowe - Original Poster'> </a> <a href="https://discuss.ai.google.dev/u/shivam_sharma" class=""> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/shivam_sharma/25/6617_2.png" class="avatar" title='shivam_sharma - Frequent Poster' aria-label='shivam_sharma - Frequent Poster'> </a> <a href="https://discuss.ai.google.dev/u/Agbo_Paul" class=""> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/agbo_paul/25/7481_2.png" class="avatar" title='Agbo_Paul - Frequent Poster' aria-label='Agbo_Paul - Frequent Poster'> </a> <a href="https://discuss.ai.google.dev/u/TimoKer" class="latest"> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/timoker/25/7395_2.png" class="avatar" title='TimoKer - Most Recent Poster' aria-label='TimoKer - Most Recent Poster'> </a> </td> <td class="replies"> <span class='posts' title='posts'>6</span> </td> <td class="views"> <span class='views' title='views'>2776</span> </td> <td> July 1, 2021 </td> </tr> <tr class="topic-list-item"> <td class="main-link" itemprop='itemListElement' itemscope itemtype='http://schema.org/ListItem'> <meta itemprop='position' content='14'> <span class="link-top-line"> <a itemprop='url' href='https://discuss.ai.google.dev/t/help-distributing-predictions-with-spark/29849' class='title raw-link raw-topic-link'>Help distributing predictions with Spark</a> </span> <div class="link-bottom-line"> <a href='/c/tensorflow/general-discussion-6/37' class='badge-wrapper bullet'> <span class='badge-category-bg' style='background-color: #f2a346'></span> <span class='badge-category clear-badge'> <span class='category-name'>General Discussion</span> </span> </a> <div class="discourse-tags"> <a href='https://discuss.ai.google.dev/tag/production' class='discourse-tag'>production</a> , <a href='https://discuss.ai.google.dev/tag/ml_ops' class='discourse-tag'>ml_ops</a> , <a href='https://discuss.ai.google.dev/tag/help_request' class='discourse-tag'>help_request</a> </div> </div> </td> <td class='posters'> <a href="https://discuss.ai.google.dev/u/Antonio_Castelli" class="latest single"> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/antonio_castelli/25/7832_2.png" class="avatar" title='Antonio_Castelli - Original Poster, Most Recent Poster' aria-label='Antonio_Castelli - Original Poster, Most Recent Poster'> </a> </td> <td class="replies"> <span class='posts' title='posts'>0</span> </td> <td class="views"> <span class='views' title='views'>2020</span> </td> <td> June 28, 2021 </td> </tr> <tr class="topic-list-item"> <td class="main-link" itemprop='itemListElement' itemscope itemtype='http://schema.org/ListItem'> <meta itemprop='position' content='15'> <span class="link-top-line"> <a itemprop='url' href='https://discuss.ai.google.dev/t/streamline-your-ml-training-workflow-with-vertex-ai/30335' class='title raw-link raw-topic-link'>Streamline your ML training workflow with Vertex AI</a> </span> <div class="link-bottom-line"> <a href='/c/tensorflow/show-tell/30' class='badge-wrapper bullet'> <span class='badge-category-bg' style='background-color: #5bbae1'></span> <span class='badge-category clear-badge'> <span class='category-name'>Show and Tell</span> </span> </a> <div class="discourse-tags"> <a href='https://discuss.ai.google.dev/tag/keras' class='discourse-tag'>keras</a> , <a href='https://discuss.ai.google.dev/tag/learning' class='discourse-tag'>learning</a> , <a href='https://discuss.ai.google.dev/tag/ml_ops' class='discourse-tag'>ml_ops</a> , <a href='https://discuss.ai.google.dev/tag/google-cloud' class='discourse-tag'>google-cloud</a> , <a href='https://discuss.ai.google.dev/tag/education' class='discourse-tag'>education</a> </div> </div> </td> <td class='posters'> <a href="https://discuss.ai.google.dev/u/Sayak_Paul" class=""> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/sayak_paul/25/13002_2.png" class="avatar" title='Sayak_Paul - Original Poster' aria-label='Sayak_Paul - Original Poster'> </a> <a href="https://discuss.ai.google.dev/u/lgusm" class="latest"> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/lgusm/25/6230_2.png" class="avatar" title='lgusm - Most Recent Poster' aria-label='lgusm - Most Recent Poster'> </a> </td> <td class="replies"> <span class='posts' title='posts'>3</span> </td> <td class="views"> <span class='views' title='views'>1857</span> </td> <td> June 4, 2021 </td> </tr> <tr class="topic-list-item"> <td class="main-link" itemprop='itemListElement' itemscope itemtype='http://schema.org/ListItem'> <meta itemprop='position' content='16'> <span class="link-top-line"> <a itemprop='url' href='https://discuss.ai.google.dev/t/tfx-model-monitoring/32407' class='title raw-link raw-topic-link'>TFX Model Monitoring</a> </span> <div class="link-bottom-line"> <a href='/c/tensorflow/general-discussion-6/37' class='badge-wrapper bullet'> <span class='badge-category-bg' style='background-color: #f2a346'></span> <span class='badge-category clear-badge'> <span class='category-name'>General Discussion</span> </span> </a> <div class="discourse-tags"> <a href='https://discuss.ai.google.dev/tag/tfx' class='discourse-tag'>tfx</a> , <a href='https://discuss.ai.google.dev/tag/ml_ops' class='discourse-tag'>ml_ops</a> </div> </div> </td> <td class='posters'> <a href="https://discuss.ai.google.dev/u/m.tehseen" class="latest"> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/m.tehseen/25/7418_2.png" class="avatar" title='m.tehseen - Original Poster, Most Recent Poster' aria-label='m.tehseen - Original Poster, Most Recent Poster'> </a> <a href="https://discuss.ai.google.dev/u/robertcrowe" class=""> <img width="25" height="25" src="https://avatars.discourse-cdn.com/v4/letter/r/f4b2a3/25.png" class="avatar" title='robertcrowe - Frequent Poster' aria-label='robertcrowe - Frequent Poster'> </a> </td> <td class="replies"> <span class='posts' title='posts'>2</span> </td> <td class="views"> <span class='views' title='views'>2158</span> </td> <td> June 2, 2021 </td> </tr> <tr class="topic-list-item"> <td class="main-link" itemprop='itemListElement' itemscope itemtype='http://schema.org/ListItem'> <meta itemprop='position' content='17'> <span class="link-top-line"> <a itemprop='url' href='https://discuss.ai.google.dev/t/to-discuss-do-you-think-tfx-is-enough-to-complete-a-full-mlops-project/25296' class='title raw-link raw-topic-link'>"To discuss" Do you think TFX is enough to complete a full MLops project?</a> </span> <div class="link-bottom-line"> <a href='/c/tensorflow/general-discussion-6/37' class='badge-wrapper bullet'> <span class='badge-category-bg' style='background-color: #f2a346'></span> <span class='badge-category clear-badge'> <span class='category-name'>General Discussion</span> </span> </a> <div class="discourse-tags"> <a href='https://discuss.ai.google.dev/tag/tfx' class='discourse-tag'>tfx</a> , <a href='https://discuss.ai.google.dev/tag/ml_ops' class='discourse-tag'>ml_ops</a> </div> </div> </td> <td class='posters'> <a href="https://discuss.ai.google.dev/u/Kareem_Negm" class=""> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/kareem_negm/25/6880_2.png" class="avatar" title='Kareem_Negm - Original Poster' aria-label='Kareem_Negm - Original Poster'> </a> <a href="https://discuss.ai.google.dev/u/JuHyung_Son" class=""> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/juhyung_son/25/6783_2.png" class="avatar" title='JuHyung_Son - Frequent Poster' aria-label='JuHyung_Son - Frequent Poster'> </a> <a href="https://discuss.ai.google.dev/u/Sayak_Paul" class="latest"> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/sayak_paul/25/13002_2.png" class="avatar" title='Sayak_Paul - Most Recent Poster' aria-label='Sayak_Paul - Most Recent Poster'> </a> </td> <td class="replies"> <span class='posts' title='posts'>2</span> </td> <td class="views"> <span class='views' title='views'>1360</span> </td> <td> May 23, 2021 </td> </tr> <tr class="topic-list-item"> <td class="main-link" itemprop='itemListElement' itemscope itemtype='http://schema.org/ListItem'> <meta itemprop='position' content='18'> <span class="link-top-line"> <a itemprop='url' href='https://discuss.ai.google.dev/t/tfx-1-0-0-rc0-has-been-released/13848' class='title raw-link raw-topic-link'>TFX 1.0.0-rc0 has been released!</a> </span> <div class="link-bottom-line"> <a href='/c/tensorflow/announcements-5/32' class='badge-wrapper bullet'> <span class='badge-category-bg' style='background-color: #43a5b1'></span> <span class='badge-category clear-badge'> <span class='category-name'>Announcements</span> </span> </a> <div class="discourse-tags"> <a href='https://discuss.ai.google.dev/tag/tfx' class='discourse-tag'>tfx</a> , <a href='https://discuss.ai.google.dev/tag/ml_ops' class='discourse-tag'>ml_ops</a> </div> </div> </td> <td class='posters'> <a href="https://discuss.ai.google.dev/u/robertcrowe" class="latest single"> <img width="25" height="25" src="https://avatars.discourse-cdn.com/v4/letter/r/f4b2a3/25.png" class="avatar" title='robertcrowe - Original Poster, Most Recent Poster' aria-label='robertcrowe - Original Poster, Most Recent Poster'> </a> </td> <td class="replies"> <span class='posts' title='posts'>0</span> </td> <td class="views"> <span class='views' title='views'>3202</span> </td> <td> May 19, 2021 </td> </tr> <tr class="topic-list-item"> <td class="main-link" itemprop='itemListElement' itemscope itemtype='http://schema.org/ListItem'> <meta itemprop='position' content='19'> <span class="link-top-line"> <a itemprop='url' href='https://discuss.ai.google.dev/t/how-important-is-a-managed-solution-for-production-ml/25444' class='title raw-link raw-topic-link'>How important is a managed solution for production ML?</a> </span> <div class="link-bottom-line"> <a href='/c/tensorflow/general-discussion-6/37' class='badge-wrapper bullet'> <span class='badge-category-bg' style='background-color: #f2a346'></span> <span class='badge-category clear-badge'> <span class='category-name'>General Discussion</span> </span> </a> <div class="discourse-tags"> <a href='https://discuss.ai.google.dev/tag/tfx' class='discourse-tag'>tfx</a> , <a href='https://discuss.ai.google.dev/tag/ml_ops' class='discourse-tag'>ml_ops</a> </div> </div> </td> <td class='posters'> <a href="https://discuss.ai.google.dev/u/robertcrowe" class=""> <img width="25" height="25" src="https://avatars.discourse-cdn.com/v4/letter/r/f4b2a3/25.png" class="avatar" title='robertcrowe - Original Poster' aria-label='robertcrowe - Original Poster'> </a> <a href="https://discuss.ai.google.dev/u/yusufsarigoz" class=""> <img width="25" height="25" src="/user_avatar/discuss.ai.google.dev/yusufsarigoz/25/6298_2.png" class="avatar" 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