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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TensorFlow
Open source platform for machine learning. TensorFlow is a machine learning platform that is open-source and available to all. It offers a flexible, comprehensive ecosystem of tools, libraries, and community resources that allows researchers to push the boundaries of machine learning. Developers can easily create and deploy ML-powered applications using its tools. Easy ML model training and development using high-level APIs such as Keras. This allows for quick model iteration and debugging. No matter what language you choose, you can easily train and deploy models in cloud, browser, on-prem, or on-device. It is a simple and flexible architecture that allows you to quickly take new ideas from concept to code to state-of the-art models and publication. TensorFlow makes it easy to build, deploy, and test.
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Azure DevOps Server
Integrated software delivery tools hosted on premisis allow you to share code, track work and ship software. You can use all Azure DevOps services, or only the ones that you need to enhance your existing workflows.
Azure DevOps Server, formerly known as Team Foundation Server (TFS), is a collection of software development tools that can be used together. It is hosted on-premises. Azure DevOps Server can integrate with your existing editor or IDE, allowing your cross-functional team members to work efficiently on projects of any size.
Azure DevOps Server is source code management software, and includes features such as access Controls/Permissions, bug tracking, build automation, change management, code review, collaboration, continuous integration, and version control.
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IBM Rational ClearCase
IBM Rational ClearCase allows for restricted access to software assets such as code, requirements, designs, models, test plans, and test results. It offers parallel development support, automated workspace and baseline management, secure version management and reliable build auditing. You can also access it virtually anywhere, anytime. You can delete older versions, create and delete branch, list version histories, compare and merge versions. It provides development and integration models, private workspaces, and public integration areas. Allows for user authentication and audit trails, which help you meet compliance requirements with minimum administrative hassle. This program allows you to manage your personal workspaces and gives you access to the file versions and directories you need.
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