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Course Outline
Introduction to CANN and Ascend AI Processors
- What is CANN? Role in Huawei’s AI compute stack
- Overview of Ascend processor architecture (310, 910, etc.)
- Supported AI frameworks and toolchain overview
Model Conversion and Compilation
- Using the ATC tool for model conversion (TensorFlow, PyTorch, ONNX)
- Creating and validating OM model files
- Handling unsupported operators and common conversion issues
Deploying with MindSpore and Other Frameworks
- Deploying models with MindSpore Lite
- Integrating OM models with Python APIs or C++ SDKs
- Working with Ascend Model Manager
Performance Optimization and Profiling
- Understanding AI Core, memory, and tiling optimizations
- Profiling model execution with CANN tools
- Best practices for improving inference speed and resource usage
Error Handling and Debugging
- Common deployment errors and their resolution
- Reading logs and using the error diagnosis tool
- Unit testing and functional validation of deployed models
Edge and Cloud Deployment Scenarios
- Deploying to Ascend 310 for edge applications
- Integration with cloud-based APIs and microservices
- Real-world case studies in computer vision and NLP
Summary and Next Steps
Requirements
- Experience with Python-based deep learning frameworks such as TensorFlow or PyTorch
- Understanding of neural network architectures and model training workflows
- Basic familiarity with Linux CLI and scripting
Audience
- AI engineers working with model deployment
- Machine learning practitioners targeting hardware acceleration
- Deep learning developers building inference solutions
14 Hours
Delivery Options
Private Group Training
Our identity is rooted in delivering exactly what our clients need.
- Pre-course call with your trainer
- Customisation of the learning experience to achieve your goals -
- Bespoke outlines
- Practical hands-on exercises containing data / scenarios recognisable to the learners
- Training scheduled on a date of your choice
- Delivered online, onsite/classroom or hybrid by experts sharing real world experience
Private Group Prices RRP from €4560 online delivery, based on a group of 2 delegates, €1440 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.
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Public Training
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