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Updated on 2023-11-22 GMT+08:00

What Is ModelArts?

ModelArts is a one-stop AI development platform geared toward developers and data scientists of all skill levels. It enables you to rapidly build, train, and deploy models anywhere (from the cloud to the edge), and manage full-lifecycle AI workflows. ModelArts accelerates AI development and fosters AI innovation with key capabilities, including data preprocessing and auto labeling, distributed training, automated model building, and one-click workflow executing.

The one-stop ModelArts platform covers all stages of AI development, including data processing, AI application creation, and model training and deployment. The underlying layer of ModelArts supports various heterogeneous computing resources. You can flexibly select and use the resources without having to consider the underlying technologies. In addition, ModelArts supports popular open-source AI development frameworks such as TensorFlow and MXNet. Developers can also use self-developed algorithm frameworks to match their usage habits.

ModelArts aims to achieve simple, convenient AI development. ModelArts is adaptive to the requirements of AI developers of different experience. For example, service developers can use ExeML to quickly build AI applications without coding. AI beginners do not need to pay attention to model development, but directly use built-in algorithms to build AI applications. AI engineers can use multiple development environments to compile code for quick modeling and application development.

Product Architecture

ModelArts is a one-stop AI development platform that supports the entire development process, including data processing, AI application management and deployment, and model training, and provides AI Gallery for sharing models.

ModelArts supports all sorts of AI application scenarios, such as image classification, object detection, video analysis, speech recognition, product recommendation, and exception detection.

Figure 1 ModelArts architecture

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