Course Outline
Introduction to On-Device AI with Nano Banana
- Core principles of on-device inference
- Nano Banana model architecture and capabilities
- Deployment considerations for mobile platforms
Nano Banana Setup and Development Environment
- Installing Nano Banana SDK tools
- Configuring Android and iOS build environments
- Managing dependencies and version compatibility
Running Nano Banana Models on Mobile Devices
- Loading and executing prebuilt models
- Memory and compute constraints on mobile hardware
- Real-time inference strategies
Building AI Features with Nano Banana
- Integrating text generation functionalities
- Implementing image generation and editing workflows
- Combining multimodal inputs in apps
Performance Optimization and Benchmarking
- Latency and throughput profiling
- Quantization, pruning, and model compression techniques
- Thermal, battery, and resource usage optimization
Security and Privacy in On-Device AI
- Local data handling and compliance considerations
- Model protection and secure execution
- Risks and mitigation strategies
Advanced Deployment Patterns
- Hybrid on-device and cloud workflows
- Managing offline-first AI applications
- Scaling for large user bases
Testing, Debugging, and Continuous Improvement
- CI/CD for AI-enabled mobile apps
- Unit, integration, and performance testing
- Iterative model updates and backward compatibility
Summary and Next Steps
Requirements
- An understanding of mobile application development
- Experience with Python, Kotlin, or Swift
- Familiarity with machine learning concepts
Audience
- Mobile developers
- AI engineers
- Technical professionals exploring on-device AI deployment
Delivery Options
Private Group Training
Our identity is rooted in delivering exactly what our clients need.
- Pre-course call with your trainer
- Customisation of the learning experience to achieve your goals -
- Bespoke outlines
- Practical hands-on exercises containing data / scenarios recognisable to the learners
- Training scheduled on a date of your choice
- Delivered online, onsite/classroom or hybrid by experts sharing real world experience
Private Group Prices RRP from £3800 online delivery, based on a group of 2 delegates, £1200 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.
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Public Training
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