MLSecOps: Fundamental to Robust AI Security Posture Management - Podcast #257
Offered By: MLOps.community via YouTube
Course Description
Overview
Syllabus
[] Sean's preferred coffee
[] Takeaways
[] Register for the Data Engineering for AI/ML Conference now!
[] KubeCon Paris: Emphasis on security and AI
[] Concern about malicious data during training process
[] Model builders, security, pulling foundational models, nuances
[] Hugging Face research on security issues
[] Inference servers exposed; potential for attack
[] Balancing ML and security processes for ease
[] Model artifact security in enterprise machine learning
[] Scanning models and datasets for vulnerabilities
[] Ray's user interface vulnerabilities lead to attacks
[] ML Flow vulnerabilities present significant server risks
[] Data ops essential for machine learning security
[] Prioritized security in model and data deployment
[] Automated scanning tool for improved antivirus protection
[] Wrap up
Taught by
MLOps.community
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