Udemy – Generative AI Security for Safe Use in Organizations

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File Name: Udemy – Generative AI Security for Safe Use in Organizations
Content Source: https://www.udemy.com/course/generative-ai-security-for-safe-use-in-organizations/
Genre / Category: Other Tutorials
File Size : 866 MB
Publisher: udemy
Updated and Published: June 11, 2024
Product Details

This course provides a comprehensive understanding of Generative AI (GenAI) technologies, their applications across various industries, and the associated security and ethical considerations. Participants will gain insights into the types of Generative AI models, their potential vulnerabilities, and practical strategies for mitigating risks. Through detailed lectures, real-world examples, and case studies, this course aims to equip professionals with the knowledge and tools necessary to promote secure and ethical use of Generative AI.

Security is a major concern in the deployment of Generative AI, and this course will delve into specific threats such as data poisoning, prompt injection attacks, model inversion, data leakage, and model stealing. Through detailed examples from different industries, participants will learn to identify and mitigate these risks. Ethical concerns, including bias in AI-generated content, will also be addressed, providing guidelines for ethical AI use.

Participants will explore real-world case studies to understand the practical implications of these risks and learn to develop a comprehensive security framework tailored to their organizational needs. The course will emphasize best practices for the safe use of Generative AI, including the importance of sandboxing to prevent malicious code execution and promoting a culture of security awareness within organizations.

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By the end of the course, participants will be equipped with the knowledge and tools necessary to ensure the secure and ethical deployment of Generative AI technologies.

Key Areas Covered Are:

  • Applications of Generative Al in various industries-1
  • Security Risks Associated with Generative Al
  • Ethical Concerns and Bias in Al-Generated Content
  • Data Poisoning and Prompt Injection Attacks
  • Example of Data Poisoning in different Industries
  • Example of Prompt Injection Attacks in diferent Industries
  • Model Inversion and Data Leakage
  • Example of Model Inversion in different Industries
  • Example of Data Leakage in different Industries
  • Model Stealing and Its Implications
  • Example of Model Stealing in different Industries
  • Hallucinations in Generative Al
  • Inadequate Sandboxing and Malicious Code Execution
  • Example of Inadequate Sandboxing in different Industries
  • Example of Malicious Code in different Industries
  • Top Threats Presented by Public Al
  • case studies
  • creating six steps security framework
  • Best Practices for Safe Use of Generative Al
  • Promoting a Culture of Security Awareness in Al

Learning Outcomes:

By the end of this course, participants will:

  • Understand the fundamental concepts and types of Generative AI models.
  • Recognize the diverse applications of Generative AI across various industries.
  • Identify security risks and ethical concerns associated with Generative AI.
  • Implement best practices for mitigating security threats and promoting ethical AI use.
  • Develop a comprehensive security framework tailored to their organizational needs.
  • Foster a culture of security awareness and responsibility in AI development and deployment.
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