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.
Duration 14 hours
Course Outline
Introduction to On-Device AI with Nano Banana
- Core principles of on-device inference
- Overview of 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 ensuring version compatibility
Running Nano Banana Models on Mobile Devices
- Loading and executing pre-built models
- Managing memory and compute constraints on mobile hardware
- Strategies for real-time inference
Building AI Features with Nano Banana
- Integrating text generation functionalities
- Implementing image generation and editing workflows
- Combining multimodal inputs in applications
Performance Optimization and Benchmarking
- Profiling latency and throughput
- Techniques for quantization, pruning, and model compression
- Optimizing for thermal management, battery life, and resource usage
Security and Privacy in On-Device AI
- Local data handling and compliance considerations
- Model protection and secure execution
- Identifying risks and implementing mitigation strategies
Advanced Deployment Patterns
- Hybrid workflows combining on-device and cloud processing
- Managing offline-first AI applications
- Scaling solutions for large user bases
Testing, Debugging, and Continuous Improvement
- CI/CD pipelines for AI-enabled mobile apps
- Unit, integration, and performance testing
- Iterative model updates and ensuring backward compatibility
Summary and Next Steps
Requirements
- A solid understanding of mobile application development
- Proficiency in Python, Kotlin, or Swift
- Familiarity with core machine learning concepts
Target Audience
- Mobile developers
- AI engineers
- Technical professionals exploring on-device AI deployment
Testimonials (1)
Flow , vibe and topic on presentation