Brief Guide to Cloud-Based AI Prototyping: Key Insights from Selected Case Studies Using Google Cloud Platform

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Prototyping: Key Insights from Selected Case Studies Using Google Cloud Platform</title> <meta name="description" content="Brief Guide to Cloud-Based AI Prototyping: Key Insights from Selected Case Studies Using Google Cloud Platform"> <meta name="keywords" content="artificial intelligence, cloud computing, real-time applications, case studies, knowledge management, research and development, text labeling, video annotation, urban traffic analysis, public safety, prototyping, Google Cloud Platform"> <meta name="viewport" content="width=device-width, initial-scale=1, minimum-scale=1, maximum-scale=1, user-scalable=no"> <meta charset="utf-8"> <link href="https://cdn.waset.org/favicon.ico" type="image/x-icon" rel="shortcut icon"> <link href="https://cdn.waset.org/static/plugins/bootstrap-4.2.1/css/bootstrap.min.css" rel="stylesheet"> <link href="https://cdn.waset.org/static/plugins/fontawesome/css/all.min.css" rel="stylesheet"> <link 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approaches to developing efficient, scalable applications. However, integrating AI with cloud computing poses challenges as these fields are often disjointed, and many advancements remain difficult to access, obscured in complex documentation or scattered across research reports. For this reason, we share experiences from prototype projects combining these technologies. Specifically, we focus on Google Cloud Platform (GCP) functionalities and describe vision and speech activities applied to labeling, subtitling, and urban traffic flow tasks. We describe challenges, pricing, architecture, and other key features, considering the goal of real-time performance. We hope our demonstrations provide not only essential guidelines for using these functionalities but also enable more similar approaches. <iframe src="https://publications.waset.org/abstracts/194679.pdf" style="width:100%; height:400px;" frameborder="0"></iframe> <p class="card-text"><strong>Keywords:</strong> <a href="https://publications.waset.org/abstracts/search?q=artificial%20intelligence" title="artificial intelligence">artificial intelligence</a>, <a href="https://publications.waset.org/abstracts/search?q=cloud%20computing" title=" cloud computing"> cloud computing</a>, <a href="https://publications.waset.org/abstracts/search?q=real-time%20applications" title=" real-time applications"> real-time applications</a>, <a href="https://publications.waset.org/abstracts/search?q=case%20studies" title=" case studies"> case studies</a>, <a href="https://publications.waset.org/abstracts/search?q=knowledge%20management" title=" knowledge management"> knowledge management</a>, <a href="https://publications.waset.org/abstracts/search?q=research%20and%20development" title=" research and development"> research and development</a>, <a href="https://publications.waset.org/abstracts/search?q=text%20labeling" title=" text labeling"> text labeling</a>, <a href="https://publications.waset.org/abstracts/search?q=video%20annotation" title=" video annotation"> video annotation</a>, <a href="https://publications.waset.org/abstracts/search?q=urban%20traffic%20analysis" title=" urban traffic analysis"> urban traffic analysis</a>, <a href="https://publications.waset.org/abstracts/search?q=public%20safety" title=" public safety"> public safety</a>, <a href="https://publications.waset.org/abstracts/search?q=prototyping" title=" prototyping"> prototyping</a>, <a href="https://publications.waset.org/abstracts/search?q=Google%20Cloud%20Platform" title=" Google Cloud Platform"> Google Cloud Platform</a> </p> <a href="https://publications.waset.org/abstracts/194679/brief-guide-to-cloud-based-ai-prototyping-key-insights-from-selected-case-studies-using-google-cloud-platform" class="btn btn-primary btn-sm">Procedia</a> <a href="https://publications.waset.org/abstracts/194679.pdf" target="_blank" class="btn btn-primary btn-sm">PDF</a> <span class="bg-info text-light px-1 py-1 float-right rounded"> Downloads <span class="badge badge-light">11</span> </span> </div> </div> </div> </main> <footer> <div id="infolinks" class="pt-3 pb-2"> <div class="container"> <div style="background-color:#f5f5f5;" class="p-3"> <div class="row"> <div class="col-md-2"> <ul class="list-unstyled"> About <li><a href="https://waset.org/page/support">About Us</a></li> <li><a href="https://waset.org/page/support#legal-information">Legal</a></li> <li><a target="_blank" rel="nofollow" href="https://publications.waset.org/static/files/WASET-16th-foundational-anniversary.pdf">WASET celebrates its 16th foundational 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Brief Guide to Cloud-Based AI Prototyping: Key Insights from Selected Case Studies Using Google Cloud Platform