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Course Outline
Introduction to Edge Artificial Intelligence and NVIDIA Jetson
- Overview of edge artificial intelligence applications.
- Introduction to NVIDIA Jetson hardware.
- JetPack SDK components and development environment.
Setting Up the Development Environment
- Installing JetPack SDK and configuring the Jetson board.
- Understanding TensorRT and model optimization.
- Configuring the runtime environment.
Optimizing Artificial Intelligence Models for Edge Deployment
- Model quantization and pruning techniques.
- Accelerating models using TensorRT.
- Converting models to ONNX format.
Deploying Artificial Intelligence Models on Jetson Devices
- Executing inference with TensorRT.
- Integrating artificial intelligence models with real-time applications.
- Enhancing performance and reducing latency.
Computer Vision and Deep Learning on Jetson
- Deploying image classification and object detection models.
- Leveraging artificial intelligence for real-time video analytics.
- Implementing artificial intelligence-powered robotics applications.
Edge Artificial Intelligence Security and Performance Optimization
- Securing artificial intelligence models on edge devices.
- Power efficiency and thermal management.
- Scaling artificial intelligence applications on Jetson platforms.
Project Implementation and Real-World Use Cases
- Developing an artificial intelligence-powered IoT solution.
- Deploying artificial intelligence in autonomous systems.
- Case studies of artificial intelligence on edge devices.
Summary and Next Steps
Requirements
- Experience with artificial intelligence model training and inference.
- Foundational knowledge of embedded systems.
- Proficiency in Python programming.
Audience
- Artificial intelligence developers.
- Embedded engineers.
- Robotics engineers.
21 Hours
Testimonials (1)
That we can cover advance topic and work with real-life example