AI Product Security: Foundations and Proactive Security for AI

سرفصل های دوره

This course provides a comprehensive foundation in AI product security, focusing on the unique challenges and risks associated with securing AI systems. Explore the AI threat landscape, from adversarial attacks to data poisoning, and gain practical skills in implementing proactive security measures throughout the AI product lifecycle. The course covers secure design principles, data security, and model protection, alongside strategies for continuous security monitoring and governance. By the end of the course, you will be equipped to build and maintain robust AI security frameworks for real-world applications, ensuring the integrity and safety of AI-driven products.

This course is part of a Professional Certificate from LinkedIn Learning.

01 - Introduction

01 - Securing AI products

02 - Why does AI security matter

02 - 1. Fundamentals of AI Security

01 - Essentials of AI security

02 - Common threats and vulnerabilities in AI systems

03 - Ethical concerns, privacy, fairness, and user rights

04 - Security across the AI life cycle

03 - 2. Building Resilient AI Securing AI Models, Data, and Deployment

01 - Overview of adversarial AI attacks

02 - Attacks on AI algorithms with real-world examples

03 - Attacks on filters

04 - Subversion of AI artifacts in supply chain attacks

05 - Defending against adversarial attacks

06 - Data security in AI systems

07 - Model security Protecting AI models

08 - Securing AI deployment pipelines

09 - Secure deployment strategies for AI systems

04 - 3. AI Security Governance, Risk Management, and Compliance

01 - Governance in AI product security

02 - AI risk management

03 - AI audit and compliance

05 - 4. System Design Principles

01 - Foundational principles of AI system design

02 - Advanced principles of AI system design

06 - Conclusion

01 - Next steps

139,000 تومان

افزودن به سبد خرید

خرید دانلودی فوری

در این روش نیاز به افزودن محصول به سبد خرید و تکمیل اطلاعات نیست و شما پس از وارد کردن ایمیل خود و طی کردن مراحل پرداخت لینک های دریافت محصولات را در ایمیل خود دریافت خواهید کرد.

تولید کننده: LinkedIn Learning (Lynda)