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Duration 14 hours
Course Outline
Introduction to CV/NLP Deployment with CANN
- The AI model lifecycle, from training phases to final deployment
- Critical performance factors for real-time CV and NLP applications
- A review of CANN SDK utilities and their function in model integration
Preparing CV and NLP Models
- Exporting models from PyTorch, TensorFlow, and MindSpore
- Managing model inputs and outputs for image and text tasks
- Utilizing ATC to transform models into OM format
Deploying Inference Pipelines with AscendCL
- Executing CV/NLP inference via the AscendCL API
- Preprocessing workflows: image resizing, tokenization, and normalization
- Postprocessing tasks: bounding boxes, classification scores, and text output
Performance Optimization Techniques
- Profiling CV and NLP models using CANN utilities
- Minimizing latency through mixed-precision and batch size adjustments
- Managing memory and computation resources for streaming tasks
Computer Vision Use Cases
- Case study: object detection for intelligent surveillance
- Case study: visual quality inspection in manufacturing settings
- Constructing live video analytics pipelines on Ascend 310
NLP Use Cases
- Case study: sentiment analysis and intent detection
- Case study: document classification and summarization
- Real-time NLP integration with REST APIs and messaging systems
Summary and Next Steps
Requirements
- Proficiency in deep learning concepts for computer vision or NLP
- Practical experience with Python and AI frameworks such as TensorFlow, PyTorch, or MindSpore
- A foundational grasp of model deployment or inference processes
Target Audience
- CV and NLP specialists working with Huawei’s Ascend platform
- Data scientists and AI engineers creating real-time perception systems
- Developers integrating CANN workflows in sectors like manufacturing, surveillance, or media analytics
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 2600 € + VAT*
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