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Course Outline

Getting Started with On-Device AI and Nano Banana

  • Fundamentals of on-device inference
  • Overview of Nano Banana architecture and features
  • Key deployment factors for mobile ecosystems

Setting Up Nano Banana and the Development Workspace

  • Installing Nano Banana SDK components
  • Configuring build environments for Android and iOS
  • Handling dependencies and version alignment

Executing Nano Banana Models on Mobile Hardware

  • Loading and running pre-built models
  • Navigating memory and computational limits on mobile chips
  • Strategies for real-time inference

Creating AI Features with Nano Banana

  • Incorporating text generation functions
  • Establishing workflows for image generation and editing
  • Utilising multimodal inputs within applications

Optimising Performance and Benchmarking

  • Profiling latency and data throughput
  • Applying quantization, pruning, and model compression methods
  • Managing thermal load, battery consumption, and resource usage

Security and Privacy in On-Device AI

  • Local data management and compliance requirements
  • Safeguarding models and ensuring secure execution
  • Identifying risks and implementing mitigation strategies

Advanced Deployment Strategies

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

Testing, Debugging, and Ongoing Refinement

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

Conclusion and Future Directions

Requirements

  • A solid grasp of mobile application development
  • Proficiency in Python, Kotlin, or Swift
  • A working knowledge of machine learning principles

Target Audience

  • Mobile developers
  • AI engineers
  • Technical specialists investigating on-device AI implementation
 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 3200 € + VAT*

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