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Duration 14 hours
Course Outline
Foundations of On-Device AI with Nano Banana
- Essential mechanics of local inference
- Overview of Nano Banana’s model structure and features
- Strategic considerations for mobile platform implementation
Setting Up Nano Banana and the Development Workspace
- Installation of Nano Banana SDK utilities
- Configuration of Android and iOS build setups
- Handling dependencies and ensuring version alignment
Executing Nano Banana Models on Mobile Hardware
- Loading and running ready-made models
- Navigating memory and processing limits on mobile chips
- Techniques for real-time prediction
Developing AI Capabilities with Nano Banana
- Embedding text generation services
- Building workflows for image creation and modification
- Merging multiple input types within applications
Enhancing Performance and Conducting Benchmarks
- Analyzing latency and data throughput
- Applying quantization, pruning, and compression methods
- Optimizing for thermal stability, battery life, and resource consumption
Safeguarding Security and Privacy in Local AI
- Managing local data flow and regulatory compliance
- Securing models and execution environments
- Identifying risks and implementing countermeasures
Advanced Implementation Strategies
- Blending local and cloud-based operations
- Maintaining offline-priority AI services
- Expanding capacity for extensive user populations
Quality Assurance, Debugging, and Continuous Enhancement
- Implementing CI/CD pipelines for AI-powered mobile apps
- Conducting unit, integration, and performance assessments
- Managing model iterations and maintaining backward compatibility
Recap and Future Pathways
Requirements
- Foundational knowledge in mobile app creation
- Proficiency in Python, Kotlin, or Swift
- Working comprehension of machine learning principles
Target Audience
- Mobile software engineers
- AI specialists
- Technical staff investigating local AI integration strategies
Testimonials (1)
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