Get in Touch

Course Outline

Introduction to On-Device AI with Nano Banana

  • Foundational principles of on-device inference
  • Overview of Nano Banana model architecture and capabilities
  • Key considerations for deployment on mobile platforms

Setting Up Nano Banana and the Development Environment

  • Installation of Nano Banana SDK tools
  • Configuration of Android and iOS build environments
  • Management of dependencies and version compatibility

Executing Nano Banana Models on Mobile Devices

  • Loading and running pre-built models
  • Addressing memory and compute constraints on mobile hardware
  • Strategies for real-time inference

Developing AI Features with Nano Banana

  • Integrating text generation functionalities
  • Implementing workflows for image generation and editing
  • Combining multimodal inputs within applications

Performance Optimization and Benchmarking

  • Profiling latency and throughput
  • Techniques for quantization, pruning, and model compression
  • Optimizing thermal output, battery consumption, and resource usage

Security and Privacy in On-Device AI

  • Guidelines for local data handling and regulatory compliance
  • Ensuring 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

  • Implementing CI/CD pipelines for AI-enabled mobile apps
  • Conducting unit, integration, and performance testing
  • Managing iterative model updates and ensuring backward compatibility

Summary and Next Steps

Requirements

  • Understanding of mobile application development principles
  • Experience with Python, Kotlin, or Swift
  • Familiarity with core machine learning concepts

Target Audience

  • Mobile developers
  • AI engineers
  • Technical professionals investigating on-device AI deployment
 14 Hours

Number of participants


Price per participant

Testimonials (1)

Upcoming Courses

Related Categories