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Duration 14 hours
Course Outline
Introduction to On-Device AI via Nano Banana
- Fundamental principles of local inference
- Architecture and core capabilities of the Nano Banana model
- Strategic considerations for mobile platform deployment
Setting Up Nano Banana and the Development Environment
- Installing the Nano Banana SDK toolkit
- Setting up Android and iOS build configurations
- Handling dependencies and ensuring version compatibility
Executing Nano Banana Models on Mobile Hardware
- Loading and running pre-configured models
- Navigating memory and computational limits on mobile devices
- Strategies for achieving real-time inference
Creating AI Features with Nano Banana
- Embedding text generation functionalities
- Developing image generation and editing workflows
- Synthesizing multimodal inputs within applications
Performance Tuning and Benchmarking
- Analyzing latency and throughput metrics
- Applying quantization, pruning, and compression methods
- Optimizing thermal behavior, battery life, and resource consumption
Security and Privacy in Local AI
- Managing local data handling and regulatory compliance
- Implementing model protection and secure execution protocols
- Identifying risks and establishing mitigation strategies
Advanced Deployment Architectures
- Designing hybrid workflows combining on-device and cloud resources
- Overseeing offline-first AI application strategies
- Scaling solutions for extensive user bases
Testing, Debugging, and Continuous Refinement
- Implementing CI/CD pipelines for AI-powered mobile apps
- Conducting unit, integration, and performance tests
- Managing iterative model updates and ensuring backward compatibility
Concluding Remarks and Future Directions
Requirements
- Solid grasp of mobile application development principles
- Practical experience with Python, Kotlin, or Swift
- Basic knowledge of machine learning fundamentals
Target Audience
- Mobile application developers
- AI engineering professionals
- Technical specialists interested in on-device AI implementation
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 3200 € + VAT*
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