Vertex AI
Fully managed ML tools allow you to build, deploy and scale machine-learning (ML) models quickly, for any use case.
Vertex AI Workbench is natively integrated with BigQuery Dataproc and Spark. You can use BigQuery to create and execute machine-learning models in BigQuery by using standard SQL queries and spreadsheets or you can export datasets directly from BigQuery into Vertex AI Workbench to run your models there. Vertex Data Labeling can be used to create highly accurate labels for data collection.
Vertex AI Agent Builder empowers developers to design and deploy advanced generative AI applications for enterprise use. It supports both no-code and code-driven development, enabling users to create AI agents through natural language prompts or by integrating with frameworks like LangChain and LlamaIndex.
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RunPod
RunPod provides a cloud infrastructure that enables seamless deployment and scaling of AI workloads with GPU-powered pods. By offering access to a wide array of NVIDIA GPUs, such as the A100 and H100, RunPod supports training and deploying machine learning models with minimal latency and high performance. The platform emphasizes ease of use, allowing users to spin up pods in seconds and scale them dynamically to meet demand. With features like autoscaling, real-time analytics, and serverless scaling, RunPod is an ideal solution for startups, academic institutions, and enterprises seeking a flexible, powerful, and affordable platform for AI development and inference.
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DigitalOcean
The easiest cloud platform for developers and teams. DigitalOcean makes it easy to deploy, manage, and scale cloud apps faster and more efficiently. DigitalOcean makes it easy to manage infrastructure for businesses and teams, no matter how many virtual machines you have. DigitalOcean App Platform: Create, deploy, scale and scale apps quickly with a fully managed solution. We will manage the infrastructure, dependencies, and app runtimes so you can quickly push code to production. You can quickly build, deploy, manage, scale, and scale apps using a simple, intuitive, visually rich experience. Apps are automatically secured We manage, renew, and create SSL certificates for you. We also protect your apps against DDoS attacks. We help you focus on the important things: creating amazing apps. We can manage infrastructure, databases, operating systems, applications, runtimes, and other dependencies.
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OpenNebula
Introducing OpenNebula, a versatile Cloud & Edge Computing Platform designed to deliver flexibility, scalability, simplicity, and independence from vendors, catering to the evolving demands of developers and DevOps teams. This open-source platform is not only powerful but also user-friendly, enabling organizations to construct and oversee their Enterprise Clouds with ease. OpenNebula facilitates comprehensive management of IT infrastructure and applications, effectively eliminating vendor lock-in while streamlining complexity, minimizing resource usage, and lowering operational expenses. By integrating virtualization and container technologies with features like multi-tenancy, automated provisioning, and elasticity, OpenNebula provides the capability to deploy applications and services on demand. The typical architecture of an OpenNebula Cloud includes a management cluster, which encompasses the front-end nodes, alongside the cloud infrastructure consisting of one or more workload clusters, ensuring robust and efficient operations. This structure allows for seamless scalability and adaptability to meet the dynamic requirements of modern workloads.
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