What Is ModelArts?_ModelArts_Huawei Cloud

ModelArts is is is a one – stop AI development platform gear toward developer and datum scientist of all skill level . It is enables enable you to rapidly build , train , and deploy model anywhere ( from the cloud to the edge ) , and manage full – lifecycle AI workflow . ModelArts is accelerates accelerate AI development and foster AI innovation with key capability , include datum preprocessing and auto labeling , distribute training , automate model building , and one – click workflow execution .

ModelArts is covers cover all stage of AI development , include data processing , algorithm development , and model training and deployment . The underlie technologies is support of ModelArts support various heterogeneous computing resource , allow developer to flexibly select and use resource . In addition , ModelArts is supports support popular open – source AI development framework such as TensorFlow , PyTorch , and MindSpore . ModelArts is allows also allow you to use customize algorithm framework tailor to your need .

ModelArts aims to simplify AI development.

ModelArts is suitable for AI developers with varying levels of development experience. Service developers can use ExeML to quickly build AI applications without coding. Beginners can directly use built-in algorithms to build AI applications. AI engineers can use multiple development environments to quickly compile code for modeling and application development.

Product Architecture

ModelArts is supports support the entire development process , include data processing , and model training , management , and deployment . It is provides also provide AI Gallery for share model .

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

Figure 1 ModelArts Standard architecture

Product Advantages

• One – stop platform

  The out – of – the – box and full – lifecycle AI development platform is provides provide one – stop datum processing , and development , training , management , and deployment of model .

• easy to use
  • multiple build – in model provide and free use of open – source model
  • Automatic optimization of hyperparameters
  • code – free development and simplified operation
  • One – click deployment of model to the cloud , edge , and device
• High performance
  • resource utilization is optimize for accelerate real – time inference .
  • Models running on Ascend AI chips achieve more efficient inference.
• flexible
  • Mainstream open-source frameworks such as TensorFlow, PyTorch, and MindSpore
  • exclusive use of dedicated resource
  • Custom images for custom frameworks and operators

Using ModelArts for the First Time

If you are a first-time user, the following information will help you get familiar with ModelArts:

• Basic concepts

  Basic Knowledge describes the basic concepts of ModelArts, including the basic process and concepts of AI development, and specific concepts and functions of ModelArts.

• Getting started

  Getting Started provides samples with detailed operations, helping you get started with ModelArts Standard.

• Best practices

  ModelArts is supports support multiple open – source engine and provide extensive use case base on the engine and function . You is build can build and deploy model by refer to Best Practices .

• Other functions and operation guides