Tinker Tailor LLM Spy: Investigate & Respond to Attacks on GenAI Chatbots

Overview

Embark on a critical learning journey with "Tinker Tailor LLM Spy:

Investigate & Respond to Attacks on GenAI Chatbots" and equip yourself with the skills to handle AI security breaches efficiently. This course guides you through the essentials of investigating and responding to potential threats targeting generative AI chatbots.

Acquire practical techniques for isolating incidents, gathering comprehensive data, and implementing robust language model management to prevent crises.

Offered on YouTube, this learning opportunity is a must for professionals eager to excel in the domains of artificial intelligence and computer science. Gain insights into maintaining the integrity and security of your organization's chatbot systems, ensuring they remain resilient in the face of evolving cyber threats.

Syllabus

• Introduction to GenAI Security
Overview of GenAI chatbots
Importance of security in GenAI applications
• Understanding Threats to GenAI
Types of attacks on GenAI chatbots
Case studies of past security incidents
• Investigating Security Incidents
Identifying signs of compromise
Tools and techniques for isolating attacks
Frameworks for incident investigation
• Information Gathering
Sources of evidence and data collection
Techniques for analyzing chat logs and interactions
Legal and ethical considerations in data handling
• Implementing LLM Guardrails
Designing secure interaction protocols
Techniques for anomaly detection in chatbots
Building robust input validation systems
Implementing user authentication and authorization
• Responding to Security Incidents
Steps for incident response
Communication strategies during a security breach
Recovery and post-incident analysis
• Future of GenAI Security
Emerging threats and evolving technologies
Continuous improvement and security updates
• Hands-on Workshops and Case Studies
Simulated security incident exercises
Real-world application in implementing security measures
• Summary and Best Practices
Recap of key takeaways
Guidelines for maintaining a secure GenAI environment
• Final Assessment and Project
Group project on a simulated GenAI security scenario
Individual assessments to test understanding and application of course materials

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Subjects

Computer Science