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Course Outline

Foundations of On-Device AI with Nano Banana

  • Essential concepts of on-device inference
  • Nano Banana model architecture and key capabilities
  • Key considerations for mobile platform deployment

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 Hardware

  • Loading and running pre-built models
  • Navigating memory and compute limitations on mobile devices
  • Strategies for real-time inference

Creating AI Features with Nano Banana

  • Integrating text generation features
  • Building workflows for image generation and editing
  • Handling multimodal inputs within applications

Performance Optimization and Benchmarking

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

Security and Privacy in On-Device AI

  • Local data management and regulatory compliance
  • Model protection and secure execution environments
  • Identifying risks and implementing mitigation strategies

Advanced Deployment Strategies

  • Implementing hybrid on-device and cloud workflows
  • Managing offline-first AI application logic
  • Scaling solutions for extensive user bases

Testing, Debugging, and Continuous Improvement

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

Conclusion and Path Forward

Requirements

  • Foundational knowledge of mobile application development
  • Proficiency in Python, Kotlin, or Swift
  • Basic understanding of machine learning principles

Target Audience

  • Mobile developers
  • AI engineers
  • Technical professionals interested in deploying on-device AI solutions
 14 Hours

Custom Corporate Training

Training solutions designed exclusively for businesses.

  • Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
  • Flexible Schedule: Dates and times adapted to your team's agenda.
  • Format: Online (live), In-company (at your offices), or Hybrid.
Investment

Price per private group, online live training, starting from 2600 € + VAT*

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