Thank you for sending your enquiry! One of our team members will contact you shortly.
Thank you for sending your booking! One of our team members will contact you shortly.
コース概要
Introduction to Edge AI in Industrial Automation
- Overview of Edge AI and its applications in industry
- Benefits and challenges of using Edge AI in industrial settings
- Case studies of successful Edge AI applications in manufacturing
Setting Up the Edge AI Environment
- Installing and configuring Edge AI tools
- Setting up industrial sensors and data collection systems
- Introduction to relevant Edge AI frameworks and libraries
- Hands-on exercises for environment setup
Predictive Maintenance with Edge AI
- Introduction to predictive maintenance
- Developing AI models for equipment health monitoring
- Implementing real-time fault detection and prediction
- Hands-on exercises for predictive maintenance
Quality Control Using Edge AI
- Overview of quality control in manufacturing
- AI techniques for defect detection and classification
- Implementing vision-based quality control systems
- Hands-on exercises for quality control applications
Process Optimization with Edge AI
- Introduction to process optimization
- Using AI for real-time process monitoring and control
- Implementing AI-driven decision-making systems
- Hands-on exercises for process optimization
Deploying and Managing Edge AI Solutions
- Deploying AI models on industrial edge devices
- Monitoring and maintaining Edge AI systems
- Troubleshooting and optimizing deployed models
- Hands-on exercises for deployment and management
Tools and Frameworks for Industrial Edge AI
- Overview of tools and frameworks (e.g., TensorFlow Lite, OpenVINO)
- Using TensorFlow Lite for industrial AI applications
- Hands-on exercises with optimization tools
Real-World Applications and Case Studies
- Review of successful industrial Edge AI projects
- Discussion of industry-specific use cases
- Hands-on project for building and optimizing a real-world industrial AI application
Summary and Next Steps
要求
- An understanding of AI and machine learning concepts
- Experience with industrial automation systems
- Basic programming skills (Python recommended)
Audience
- Industrial engineers
- Manufacturing professionals
- AI developers
14 時間
