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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 build environments for Android and iOS.
  • Managing dependencies and version compatibility.

Running Nano Banana Models on Mobile Devices

  • Loading and executing pre-built models.
  • Understanding memory and compute constraints on mobile hardware.
  • Implementing real-time inference strategies.

Building AI Features with Nano Banana

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

Performance Optimization and Benchmarking

  • Profiling latency and throughput.
  • Applying quantization, pruning, and model compression techniques.
  • Optimizing thermal, battery, and resource usage.

Security and Privacy in On-Device AI

  • Local data handling and compliance considerations.
  • Ensuring model protection and secure execution.
  • Identifying risks and implementing mitigation strategies.

Advanced Deployment Patterns

  • Utilizing hybrid on-device and cloud workflows.
  • Managing offline-first AI applications.
  • Scaling solutions for large user bases.

Testing, Debugging, and Continuous Improvement

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

Summary and Next Steps

Requirements

  • A foundational understanding of mobile application development.
  • Experience with Python, Kotlin, or Swift.
  • Familiarity with machine learning concepts.

Target Audience

  • Mobile developers.
  • AI engineers.
  • Technical professionals interested in on-device AI deployment.
 14 Hours

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