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Secure Mobile AI Models Against Attacks

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Coursera

Secure Mobile AI Models Against Attacks

Mark Peters
Starweaver

位教师:Mark Peters

包含在 Coursera Plus

深入了解一个主题并学习基础知识。
中级 等级

推荐体验

4 小时 完成
灵活的计划
自行安排学习进度
深入了解一个主题并学习基础知识。
中级 等级

推荐体验

4 小时 完成
灵活的计划
自行安排学习进度

您将学到什么

  • Explain the fundamentals of deploying AI models on mobile applications, including their unique performance, privacy, and security considerations.

  • Analyze threats to mobile AI models like reverse engineering, adversarial attacks, and privacy leaks and their effect on reliability and trust.

  • Design a layered defense strategy for securing mobile AI applications by integrating encryption, obfuscation, and continuous telemetry monitoring.

要了解的详细信息

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最近已更新!

December 2025

作业

1 项作业

授课语言:英语(English)

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该课程共有3个模块

This module introduces learners to the unique nature of AI models running on mobile devices and why security cannot be bolted on later. Through an AI-guided dialogue, short lessons, and a design-focused lab, learners see how early choices in packaging and deployment set the stage for resilience or vulnerability. In this module, the emphasis is that security is not a barrier to innovation, it is the enabler of sustainable mobile AI applications.

涵盖的内容

4个视频2篇阅读材料1次同伴评审

In this module, learners will dive deeply into the adversarial landscape, exploring how reverse engineering, data inference, and adversarial inputs compromise mobile AI systems. The AI coach uses a real-world scenario to show how curiosity can become an attack, while lessons and labs reveal the tangible risks of model theft and privacy leaks. Forwards the understanding that researching threats is not paranoia but the prerequisite for defending trust and intellectual property, the essential elements of a secure, and mobile, AI.

涵盖的内容

3个视频1篇阅读材料1次同伴评审

This module shifts from analysis to action, equipping learners with strategies to harden models and continuously monitor them in production. Guided by an AI dialogue on stealthy breaches, learners see how OpenTelemetry and layered defenses provide visibility and resilience in the field. Overall, learners discover securing mobile AI is not a one-time act, but a continuous practice of observing, adapting, and improving.

涵盖的内容

4个视频1篇阅读材料1个作业2次同伴评审

位教师

Mark Peters
Coursera
4 门课程323 名学生

提供方

Coursera

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