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Course Outline
Foundations of On-Device AI with Nano Banana
- Essential concepts of on-device inference
- Nano Banana model architecture and key capabilities
- Key considerations for mobile platform deployment
Setting Up Nano Banana and the Development Environment
- Installation of Nano Banana SDK tools
- Configuration of Android and iOS build environments
- Management of dependencies and version compatibility
Executing Nano Banana Models on Mobile Hardware
- Loading and running pre-built models
- Navigating memory and compute limitations on mobile devices
- Strategies for real-time inference
Creating AI Features with Nano Banana
- Integrating text generation features
- Building workflows for image generation and editing
- Handling multimodal inputs within applications
Performance Optimization and Benchmarking
- Profiling latency and throughput
- Applying quantization, pruning, and model compression
- Optimizing thermal performance, battery life, and resource usage
Security and Privacy in On-Device AI
- Local data management and regulatory compliance
- Model protection and secure execution environments
- Identifying risks and implementing mitigation strategies
Advanced Deployment Strategies
- Implementing hybrid on-device and cloud workflows
- Managing offline-first AI application logic
- Scaling solutions for extensive user bases
Testing, Debugging, and Continuous Improvement
- Implementing CI/CD pipelines for AI-enabled mobile apps
- Conducting unit, integration, and performance tests
- Managing iterative model updates and backward compatibility
Conclusion and Path Forward
Requirements
- Foundational knowledge of mobile application development
- Proficiency in Python, Kotlin, or Swift
- Basic understanding of machine learning principles
Target Audience
- Mobile developers
- AI engineers
- Technical professionals interested in deploying on-device AI solutions
14 Hours
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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