[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"nav-categories":3,"article-everything-you-need-to-know-about-the-ai-platform-prediction-services":70},{"data":4},[5,37,57,64],{"name":6,"slug":7,"categories":8},"Productivity","productivity",[9,13,17,21,25,29,33],{"id":10,"title":11,"slug":12},17,"Branding","branding",{"id":14,"title":15,"slug":16},19,"Marketing","marketing",{"id":18,"title":19,"slug":20},20,"Work","work",{"id":22,"title":23,"slug":24},34,"Community","community",{"id":26,"title":27,"slug":28},21,"For newbies","for-newbies",{"id":30,"title":31,"slug":32},24,"Investment","investment",{"id":34,"title":35,"slug":36},22,"Finance","finance",{"name":38,"slug":39,"categories":40},"Tech","tech",[41,45,49,53],{"id":42,"title":43,"slug":44},28,"Technology","technology",{"id":46,"title":47,"slug":48},32,"Artificial Intelligence","artificial-intelligence",{"id":50,"title":51,"slug":52},26,"Security and protection","security-and-protection",{"id":54,"title":55,"slug":56},31,"YouTube Blog","youtube-blog",{"name":58,"slug":59,"categories":60},"News","news",[61],{"id":62,"title":58,"slug":63},18,"quasanews",{"name":65,"slug":66,"categories":67},"Business","business",[68],{"id":69,"title":65,"slug":66},16,{"post":71,"published_news":96,"popular_news":160,"categories":230},{"title":72,"description":73,"meta_title":72,"meta_description":73,"meta_keywords":74,"text":75,"slug":76,"created_at":77,"publish_at":78,"formatted_created_at":79,"category_id":69,"links":80,"view_type":85,"video_url":86,"views":87,"likes":88,"lang":89,"comments_count":88,"category":90},"Everything You Need to Know about the AI Platform Prediction Services","The AI Platform Prediction comes with the facility where users can host their machine learning models.","AI Platform Prediction Services, business","\u003Cp>Hello!\u003C/p>\n\n\u003Cp>The AI Platform Prediction comes with the facility where users can host their machine learning models. Using the platform prediction, developers can get input data for their \u003Ca href=\"https://quasa.io/media/machine-learning-and-ai-the-mystery-isn-t-solved-yet\">ML models\u003C/a>. As a result, the machine learning model becomes more robust and efficient. The platform prediction also helps you to identify the essential considerations for your projects.\u003C/p>\n\n\u003Ch3>\u003Cstrong>The Definition of AI Platform Prediction\u003C/strong>\u003C/h3>\n\n\u003Cp>AT Platform Prediction is an \u003Ca href=\"https://quasa.io/media/benefits-of-retail-and-artificial-intelligence\">Artificial Intelligence (AI) platform\u003C/a> that can host your computing resources on cloud storage to run your AI models. Users can request predictions from the platform and obtain target values in exchange for their requests.\u003C/p>\n\n\u003Cp>\u003Cpicture class=\"image-align-right\">\u003Csource srcset=\"https://cdn.quasa.io/photos/foto-15/100-5.webp\" type=\"image/webp\">\u003Cimg alt=\"Everything You Need to Know about the AI Platform Prediction Services\" class=\"image-align-right\" height=\"300\" src=\"https://cdn.quasa.io/photos/foto-15/100-5.jpeg\" width=\"300\" />\u003C/picture>So, how does the process work? It is also essential to know the steps to set up a prediction model on the cloud.\u003C/p>\n\n\u003Cul>\n\t\u003Cli>The users have to export their models as artifacts. Hosting the artifacts on the AI Platform Prediction is not a time-consuming and complicated matter.\u003C/li>\n\t\u003Cli>The next step is creating a model resource. After creating the model resource, users have to make a model version from the saved models on the cloud.\u003C/li>\n\t\u003Cli>The \u003Cstrong>AI platform metrics\u003C/strong> allow users to format their input data for prediction. You can format both batch and online predictions.\u003C/li>\n\t\u003Cli>In the case of online prediction, the service runs the saved model on the cloud. On the other hand, batch prediction follows a TensorFlow model.\u003C/li>\n\u003C/ul>\n\n\u003Ch3>\u003Cstrong>Know the Batch Prediction Model in Detail\u003C/strong>\u003C/h3>\n\n\u003Cp>While the online prediction model on the AI Platform Prediction works simply, the batch prediction model may appear a little complicated to new users. Therefore, a detailed discussion on the batch prediction will help you understand the concept easily.\u003C/p>\n\n\u003Cp>\u003Cpicture class=\"image-align-right\">\u003Csource srcset=\"https://cdn.quasa.io/photos/foto-15/101-13.webp\" type=\"image/webp\">\u003Cimg alt=\"Everything You Need to Know about the AI Platform Prediction Services\" class=\"image-align-right\" height=\"183\" src=\"https://cdn.quasa.io/photos/foto-15/101-13.jpeg\" width=\"275\" />\u003C/picture>As stated above, batch prediction supports a TensorFlow model. Find out how the TensorFlow model gets involved in the following section.\u003C/p>\n\n\u003Cul>\n\t\u003Cli>The batch prediction for the \u003Cstrong>AI platform works\u003C/strong> through allocating the resources for running your machine learning (ML) model.\u003C/li>\n\t\u003Cli>Your input data gets distributed across the allocated nodes of the prediction service. Therefore, the service creates a TensorFlow graph for each allocated node.\u003C/li>\n\t\u003Cli>Each node collects data as it runs the graph. The collected data will get stored in the specific cloud location as per your recommendation.\u003C/li>\n\t\u003Cli>The service shuts down after processing all input data. Nevertheless, it releases the resources allocated for each node after completing the job.\u003C/li>\n\u003C/ul>\n\n\u003Ch3>\u003Cstrong>AI Platform Prediction and Model Deployment\u003C/strong>\u003C/h3>\n\n\u003Cp>\u003Cpicture class=\"image-align-left\">\u003Csource srcset=\"https://cdn.quasa.io/photos/foto-15/100-6.webp\" type=\"image/webp\">\u003Cimg alt=\"Everything You Need to Know about the AI Platform Prediction Services\" class=\"image-align-left\" height=\"200\" src=\"https://cdn.quasa.io/photos/foto-15/100-6.jpeg\" width=\"300\" />\u003C/picture>Those, who are well-accustomed to the \u003Cstrong>AI platform working process\u003C/strong>, must have come across the term “model deployment.” So, what is model deployment, and how does it works? For obtaining predictions from the Platform Prediction, the users need to host their models on the cloud. The step for hosting the models on the cloud is known as “Deployment.”\u003C/p>\n\n\u003Cp>The prediction service deals with the infrastructure required for running your ML model. The service allocates the resources through batch and online prediction requests. The overall process of resource allocation for obtaining the predictions is known as the “Model Deployment.”\u003C/p>\n\n\u003Ch3>\u003Cstrong>Differences between Models and Versions\u003C/strong>\u003C/h3>\n\n\u003Cp>For using the \u003Cstrong>AI prediction\u003C/strong> platform service, users should know the difference between models and versions. Experts define a Model as a machine learning solution. On the other hand, the ML model consists of many versions.\u003C/p>\n\n\u003Cp>An AI platform prediction service assumes that users will create multiple versions of a machine learning model. So, a model acts like a container that consists of several versions of the ML model. The best part is that numerous AI Platform Prediction services offer a custom prediction routine. Users can customize the prediction routine through additional codes and training artifacts for dealing with prediction requests.\u003C/p>\n\n\u003Ch3>\u003Cstrong>The Version Variations\u003C/strong>\u003C/h3>\n\n\u003Cp>\u003Cpicture class=\"image-align-left\">\u003Csource srcset=\"https://cdn.quasa.io/photos/foto-19/xxxxxxxxxxxxxxxxxx-11.webp\" type=\"image/webp\">\u003Cimg alt=\"Everything You Need to Know about the AI Platform Prediction Services\" class=\"image-align-left\" height=\"200\" src=\"https://cdn.quasa.io/photos/foto-19/xxxxxxxxxxxxxxxxxx-11.jpeg\" width=\"300\" />\u003C/picture>For crafting \u003Cstrong>AI prediction algorithms\u003C/strong>, developers must know about the variations of the versions. For any model resource, you can create an arbitrary number of versions. Then, using the same model resources, you can run different versions. Every version is unique, and the differences between two or multiple versions are known as variations.\u003C/p>\n\n\u003Cp>Since inputs are different for every version, the outputs can also be different. The service for \u003Cstrong>prediction of AI platform\u003C/strong> offers a facility to switch from one version to another. With existing resources and data, you can test different variations of the versions. Running tests for every version variation helps the developers to create a more accurate ML model.\u003C/p>\n\n\u003Ch3>\u003Cstrong>Automatic and Manual Scaling\u003C/strong>\u003C/h3>\n\n\u003Cp>Automatic scaling through AIU Platform Prediction helps the developers to obtain predictions for their ML models at a minimal cost. However, automatic scaling has a downside too. The service may provide a slow output when there are significant spikes of request traffic.\u003C/p>\n\n\u003Cp>In most cases, when traffic spikes are steep, users can consider manual scaling to avoid time waste. However, some ML applications demand low latency, and thus manual scaling is suitable for such applications.\u003C/p>\n\n\u003Cp>\u003Cpicture class=\"image-align-left\">\u003Csource srcset=\"https://cdn.quasa.io/photos/foto-15/1000-5.webp\" type=\"image/webp\">\u003Cimg alt=\"Everything You Need to Know about the AI Platform Prediction Services\" class=\"image-align-left\" height=\"183\" src=\"https://cdn.quasa.io/photos/foto-15/1000-5.jpeg\" width=\"275\" />\u003C/picture>Also read:\u003C/p>\n\n\u003Cul>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/switch-to-blockchain\">Switch to blockchain\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/army-of-backpack-wearing-cyborg-cockroaches-swarm-desert-target\">Army of Backpack-Wearing Cyborg Cockroaches Swarm Desert Target\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/startup-branding-a-comprehensive-guide-to-achieving-consistency-across-all-platforms\">Startup Branding: A Comprehensive Guide to Achieving Consistency Across All Platforms\u003C/a>\u003C/li>\n\u003C/ul>\n\n\u003Ch3>\u003Cstrong>Conclusion\u003C/strong>\u003C/h3>\n\n\u003Cp>Developers commonly use the AI Platform Prediction service to host and test their machine learning models. Model testing is a conventional step before implementing a machine-learning algorithm to an application or software. The test helps the application to become robust to deal with problems in real-world situations.\u003C/p>\n\n\u003Cp>Thank you!\u003Cbr />\nJoin us on social media!\u003Cbr />\nSee you!\u003C/p>","everything-you-need-to-know-about-the-ai-platform-prediction-services","2023-08-22T10:35:10.000000Z","2023-08-22T08:30:00.000000Z","22.08.2023",{"image":81,"image_webp":82,"thumb":83,"thumb_webp":84},"https://cdn.quasa.io/images/news/uL1qqd6347x9iBZnXjmemXKzCYavL05A63Qq06ip.jpg","https://cdn.quasa.io/images/news/uL1qqd6347x9iBZnXjmemXKzCYavL05A63Qq06ip.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/uL1qqd6347x9iBZnXjmemXKzCYavL05A63Qq06ip.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/uL1qqd6347x9iBZnXjmemXKzCYavL05A63Qq06ip.webp","small",null,1956,0,"en",{"id":69,"title":65,"slug":66,"meta_title":91,"meta_description":92,"meta_keywords":93,"deleted_at":86,"created_at":94,"updated_at":95,"lang":89},"Quasa Media - Growth Hacking in Business","Business is a battlefield. In QUASA MEDIA you will find all the most useful articles on how to do business and not screw up.","Business, earn money, business strategy, business process","2021-08-03T10:59:17.000000Z","2024-08-25T15:45:11.000000Z",[97,111,122,134,147],{"title":98,"description":99,"slug":100,"created_at":101,"publish_at":101,"formatted_created_at":102,"category":103,"links":104,"view_type":85,"video_url":86,"views":109,"likes":88,"lang":89,"comments_count":88,"is_pinned":110},"Cloudflare Just Made Email a First-Class Citizen for AI Agents — And Traditional Email Services Are Feeling It","On April 17, 2026, Cloudflare quietly turned a long-standing dream into reality: it moved Email Service into public beta and added full Email Sending alongside the years-old Email Routing.","cloudflare-just-made-email-a-first-class-citizen-for-ai-agents-and-traditional-email-services-are-feeling-it","2026-04-19T18:41:05.000000Z","19.04.2026",{"title":43,"slug":44},{"image":105,"image_webp":106,"thumb":107,"thumb_webp":108},"https://cdn.quasa.io/images/news/BL8rqDdPh380Xfk5TP00aXBFWdOVXI5BUQ1TuSaC.jpg","https://cdn.quasa.io/images/news/BL8rqDdPh380Xfk5TP00aXBFWdOVXI5BUQ1TuSaC.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/BL8rqDdPh380Xfk5TP00aXBFWdOVXI5BUQ1TuSaC.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/BL8rqDdPh380Xfk5TP00aXBFWdOVXI5BUQ1TuSaC.webp",4,false,{"title":112,"description":113,"slug":114,"created_at":115,"publish_at":115,"formatted_created_at":102,"category":116,"links":117,"view_type":85,"video_url":86,"views":26,"likes":88,"lang":89,"comments_count":88,"is_pinned":110},"Mozilla Nails It: Thunderbolt Brings “ChatGPT at Home” to the Enterprise — Without Vendor Lock-In","While OpenAI and Anthropic race to sell their proprietary AI platforms to big corporations, Mozilla’s subsidiary MZLA Technologies has taken a very different route.","mozilla-nails-it-thunderbolt-brings-chatgpt-at-home-to-the-enterprise-without-vendor-lock-in","2026-04-19T15:37:27.000000Z",{"title":58,"slug":63},{"image":118,"image_webp":119,"thumb":120,"thumb_webp":121},"https://cdn.quasa.io/images/news/qaAODXSpJy6qpJc0eO9DQ2Y6ccJR1tlL5i3mN0kV.jpg","https://cdn.quasa.io/images/news/qaAODXSpJy6qpJc0eO9DQ2Y6ccJR1tlL5i3mN0kV.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/qaAODXSpJy6qpJc0eO9DQ2Y6ccJR1tlL5i3mN0kV.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/qaAODXSpJy6qpJc0eO9DQ2Y6ccJR1tlL5i3mN0kV.webp",{"title":123,"description":124,"slug":125,"created_at":126,"publish_at":126,"formatted_created_at":102,"category":127,"links":128,"view_type":85,"video_url":86,"views":133,"likes":88,"lang":89,"comments_count":88,"is_pinned":110},"X Is Finally Cracking Down on Unlabeled Ads — And It’s Personal","For years, X (formerly Twitter) has been a playground for undisclosed promotions, coordinated spam networks, and “native” advertising that masquerades as organic content.","x-is-finally-cracking-down-on-unlabeled-ads-and-it-s-personal","2026-04-19T15:07:48.000000Z",{"title":65,"slug":66},{"image":129,"image_webp":130,"thumb":131,"thumb_webp":132},"https://cdn.quasa.io/images/news/CQJ1gdssFGyJpfhfmRU2X4WT5fk5Boc8APXsjWX6.jpg","https://cdn.quasa.io/images/news/CQJ1gdssFGyJpfhfmRU2X4WT5fk5Boc8APXsjWX6.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/CQJ1gdssFGyJpfhfmRU2X4WT5fk5Boc8APXsjWX6.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/CQJ1gdssFGyJpfhfmRU2X4WT5fk5Boc8APXsjWX6.webp",23,{"title":135,"description":136,"slug":137,"created_at":138,"publish_at":139,"formatted_created_at":102,"category":140,"links":141,"view_type":85,"video_url":86,"views":146,"likes":88,"lang":89,"comments_count":88,"is_pinned":110},"Bitcoin Developers Propose BIP-361: Quantum-Proof Migration That Would Freeze Millions of Legacy Coins","In a move that could reshape the security of Bitcoin’s unspent transaction outputs forever, Bitcoin developers have introduced BIP-361 — officially titled “Post Quantum Migration and Legacy Signature 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Bloomberg’s Odd Lots podcast, Thomas Peterffy — founder, chairman, and CEO of Interactive Brokers (IBKR) — sat down to discuss one of the most intriguing projects in his company’s 50-year history: IBKR ForecastTrader, the brokerage giant’s freshly launched prediction market 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Enterprisers are people who undertake a business or enterprise with the chance of earning profits or suffering from loss.","the-anatomy-of-an-entrepreneur","2021-08-04T15:18:21.000000Z","2025-12-14T06:09:00.000000Z","14.12.2025",{"title":65,"slug":66},{"image":170,"image_webp":86,"thumb":171,"thumb_webp":171},"https://cdn.quasa.io/images/news/mVsXPTMuHZuI7UXCsENgL1Qwp1uSOf7Rz3uVPMfm.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/mVsXPTMuHZuI7UXCsENgL1Qwp1uSOf7Rz3uVPMfm.webp",70819,2,{"title":175,"description":176,"slug":177,"created_at":178,"publish_at":179,"formatted_created_at":180,"category":181,"links":182,"view_type":187,"video_url":86,"views":188,"likes":109,"lang":89,"comments_count":88,"is_pinned":110},"Advertising on QUASA","QUASA MEDIA is read by more than 400 thousand people a month. We offer to place your article, add a link or order the writing of an article for publication.","advertising-on-quasa","2022-07-06T07:33:02.000000Z","2025-12-15T17:33:02.000000Z","15.12.2025",{"title":58,"slug":63},{"image":183,"image_webp":184,"thumb":185,"thumb_webp":186},"https://cdn.quasa.io/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.jpg","https://cdn.quasa.io/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.webp","large",70584,{"title":190,"description":191,"slug":192,"created_at":193,"publish_at":194,"formatted_created_at":195,"category":196,"links":197,"view_type":85,"video_url":86,"views":200,"likes":109,"lang":89,"comments_count":88,"is_pinned":110},"What is a Startup?","A startup is not a new company, not a tech company, nor a new tech company. You can be a new tech company, if your goal is not to grow high and fast; then, you are not a startup. ","what-is-a-startup","2021-08-04T12:05:17.000000Z","2025-12-17T13:02:00.000000Z","17.12.2025",{"title":65,"slug":66},{"image":198,"image_webp":86,"thumb":199,"thumb_webp":199},"https://cdn.quasa.io/images/news/EOsQhSW3VXyG7a6NPdE1oZd00xfJXe3bjY5aJGb7.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/EOsQhSW3VXyG7a6NPdE1oZd00xfJXe3bjY5aJGb7.webp",68217,{"title":202,"description":203,"slug":204,"created_at":205,"publish_at":206,"formatted_created_at":207,"category":208,"links":209,"view_type":85,"video_url":86,"views":214,"likes":173,"lang":89,"comments_count":215,"is_pinned":110},"Top 5 Tips to Make More Money as a Content Creator","Content creators are one of the most desired job titles right now. Who wouldn’t want to earn a living online?","top-5-tips-to-make-more-money-as-a-content-creator","2022-01-17T17:31:51.000000Z","2026-01-17T11:30:00.000000Z","17.01.2026",{"title":19,"slug":20},{"image":210,"image_webp":211,"thumb":212,"thumb_webp":213},"https://cdn.quasa.io/images/news/gP8kiumBPpJmQv6SMieXiX1tDetx43VwFfO1P4Ca.jpg","https://cdn.quasa.io/images/news/gP8kiumBPpJmQv6SMieXiX1tDetx43VwFfO1P4Ca.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/gP8kiumBPpJmQv6SMieXiX1tDetx43VwFfO1P4Ca.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/gP8kiumBPpJmQv6SMieXiX1tDetx43VwFfO1P4Ca.webp",42195,1,{"title":217,"description":218,"slug":219,"created_at":220,"publish_at":221,"formatted_created_at":222,"category":223,"links":224,"view_type":187,"video_url":86,"views":229,"likes":173,"lang":89,"comments_count":88,"is_pinned":110},"8 Logo Design Tips for Small Businesses","Your logo tells the story of your business and the values you stand for.","8-logo-design-tips-for-small-businesses","2021-12-04T21:59:52.000000Z","2025-05-05T03:30:00.000000Z","05.05.2025",{"title":15,"slug":16},{"image":225,"image_webp":226,"thumb":227,"thumb_webp":228},"https://cdn.quasa.io/images/news/Wbx2NtS1CnTupgoQbpFMGspJ5jm4uob2hDOq33r0.jpg","https://cdn.quasa.io/images/news/Wbx2NtS1CnTupgoQbpFMGspJ5jm4uob2hDOq33r0.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/Wbx2NtS1CnTupgoQbpFMGspJ5jm4uob2hDOq33r0.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/Wbx2NtS1CnTupgoQbpFMGspJ5jm4uob2hDOq33r0.webp",41291,[231,232,233,234,235,236,237,238,239,240,241,242,243],{"title":23,"slug":24},{"title":47,"slug":48},{"title":55,"slug":56},{"title":43,"slug":44},{"title":51,"slug":52},{"title":31,"slug":32},{"title":35,"slug":36},{"title":27,"slug":28},{"title":19,"slug":20},{"title":15,"slug":16},{"title":58,"slug":63},{"title":11,"slug":12},{"title":65,"slug":66}]