Agentic Conversations (formally mlops.community)
Agentic Conversations (formally mlops.community)
Demetrios
ML Security: Why should you care? // Sahbi Chaieb // MLOps Coffee Sessions #51
52 minutes Posted Aug 17, 2021 at 2:05 pm.
] Introduction to Sahbi Chaieb
] Sahbi's background in tech
] Inspiration of the article
] Why should you care about keeping our model secure?
] Model stealing
] Development practices
] Other tools in the toolbox covered in the article
] Stories/occurrences where data was leaked
] EU Regulations on robustness
] Dangers of federated learning
] Tooling status on model security [33:58] AI Red Teams
] ML Security best practices
] AI + Cyber Security
] Synthetic Data
] Prescription on ML Security in 5-10 years
] Pain points encountered
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52:31
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Show notes
Coffee Sessions #51 with Sahbi Chaieb, ML security: Why should you care?
//Abstract
Sahbi, a senior data scientist at SAS, joined us to discuss the various security challenges in MLOps. We went deep into the research he found describing various threats as part of a recent paper he wrote. We also discussed tooling options for this problem that is emerging from companies like Microsoft and Google.
// Bio
Sahbi Chaieb is a Senior Data Scientist at SAS, he has been working on designing, implementing, and deploying Machine Learning solutions in various industries for the past 5 years. Sahbi graduated with an Engineering degree from Supélec, France, and holds an MS in Computer Science specialized in Machine Learning from Georgia Tech.
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Connect with Sahbi on LinkedIn: https://www.linkedin.com/in/sahbichaieb/
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