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Duration 7 hours
Course Outline
Introduction to the Huawei AI Ecosystem
- Ascend AI hardware overview: including 310, 910, and 910B chips
- An overview of MindSpore, CANN, and associated support tools
- The AI development pipeline: from training stages to final deployment
Demystifying the CANN Toolkit
- Defining CANN and explaining its significance in AI computing
- A high-level view of core components, including ATC, AscendCL, and operator libraries
- The specific role CANN plays within AI inference pipelines
Initial Setup with MindSpore and CANN
- Configuring the development environment with MindSpore, CANN, and Python
- Training a basic model using MindSpore
- Exporting and converting the trained model via ATC
Executing Inference on Ascend Devices
- Utilizing the OM model through AscendCL or Python APIs
- Handling basic input and output preprocessing tasks
- Methods for validating the accuracy of model outputs
Integrating Other Frameworks
- An overview of CANN’s support for TensorFlow, PyTorch, and ONNX
- Discussion on supported operators and known limitations
- A practical demonstration of simple model conversion, such as from ONNX to OM
Navigating the CANN and MindSpore Developer Community
- Essential resources: official documentation, GitHub repositories, and sample code libraries
- An introduction to MindSpore Hub and the model zoo
- Accessing community forums, industry events, and official support channels
Recap and Future Steps
Requirements
- A foundational grasp of machine learning and deep learning principles
- Prior programming experience using Python
- No previous hands-on experience with CANN or Ascend hardware is necessary
Target Audience
- Machine learning developers looking to explore various deployment workflows
- Students or researchers who are new to the Huawei AI ecosystem
- AI framework contributors and enthusiasts interested in enhancing model acceleration
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 1600 € + VAT*
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