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Duration 14 hours
Course Outline
Introduction to Privacy-Preserving AI
- Fundamental principles of data privacy in mobile applications
- Regulatory factors driving the adoption of on-device AI
- Advantages and constraints of local processing
Comprehending Nano Banana for On-Device Privacy
- Nano Banana model architecture
- Security characteristics and local execution mechanisms
- Supported platforms and mobile integration patterns
Data Management and Local Processing Techniques
- Securely collecting and storing sensitive data on the device
- Reducing data exposure through local inference
- Strategies for anonymization and pseudonymization
Deploying Privacy-Preserving AI Features
- Developing AI-driven functionalities without transmitting user data
- Designing workflows suitable for healthcare, finance, or compliance needs
- Ensuring data isolation between different app components
Security Implications for On-Device Models
- Safeguarding models against extraction or tampering
- Implementing secure sandboxing and permission management
- Conducting threat modeling for mobile AI systems
Compliance and Regulatory Alignment
- Understanding the implications of GDPR, HIPAA, and financial sector regulations
- Documenting privacy-by-design methodologies
- Maintaining auditability while protecting user data
Testing and Verification of Privacy Assurances
- Testing workflows to prevent unintended data leaks
- Assessing the balance between accuracy and privacy
- Continuous validation through app updates
Deployment and Upkeep of Privacy-Centric AI Applications
- Overseeing on-device model updates
- Monitoring performance and compliance over time
- Preparing applications for evolving regulatory landscapes
Conclusion and Future Directions
Requirements
- A foundational understanding of mobile or application development
- Proficiency in Python, Kotlin, or Swift
- Basic knowledge of AI or machine learning principles
Target Audience
- Enterprise teams
- Compliance officers
- Developers responsible for building sensitive applications
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.
Price per private group, online live training, starting from 3200 € + VAT*
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