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Duration 14 hours
Course Outline
Overview of On-Device AI with Nano Banana
- Fundamental principles of on-device inference
- Architecture and capabilities of the Nano Banana model
- Deployment factors for mobile platforms
Nano Banana Setup and Development Environment
- Installing Nano Banana SDK tools
- Setting up Android and iOS build environments
- Managing dependencies and ensuring version compatibility
Executing Nano Banana Models on Mobile Devices
- Loading and running prebuilt models
- Memory and compute limitations in mobile hardware
- Strategies for real-time inference
Creating AI Features with Nano Banana
- Incorporating text generation capabilities
- Building image generation and editing workflows
- Utilising multimodal inputs within applications
Performance Tuning and Benchmarking
- Analysing latency and throughput
- Techniques for quantisation, pruning, and model compression
- Optimising thermal output, battery life, and resource consumption
Security and Privacy in On-Device AI
- Local data management and compliance requirements
- Model security and safe execution
- Risk assessment and mitigation tactics
Advanced Deployment Strategies
- Combining on-device and cloud workflows
- Managing offline-first AI applications
- Scaling for extensive user bases
Testing, Debugging, and Continuous Refinement
- CI/CD implementation for AI-enabled mobile apps
- Unit, integration, and performance testing
- Iterative model updates and maintaining backward compatibility
Conclusion and Future Steps
Requirements
- A solid grasp of mobile application development
- Proficiency in Python, Kotlin, or Swift
- Knowledge of fundamental machine learning concepts
Target Audience
- Mobile developers
- AI engineers
- Technical professionals investigating on-device AI deployment
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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