Databricks AI Security Fundamentals
In this course, you will explore the fundamentals of security in AI systems within the Databricks Data Intelligence Platform. The course covers five comprehensive modules and delves into the significance of securing AI systems and navigating compliance with evolving legal and regulatory standards. You will examine recent security incidents, identify various AI model types, and assess security risks across AI system components. Additionally, you will learn to leverage Databricks features for enhanced AI security, illustrating best practices for risk mitigation. By the end of the course, you will possess the knowledge and skills necessary to implement secure AI solutions and apply effective security measures in real-world scenarios.
The content was developed for participants with these skills/knowledge/abilities:
• Familiarity with the Databricks Data Intelligence Platform, specifically Unity Catalog, Delta Lake, and MLflow capabilities,
• Foundational knowledge of Machine Learning and Generative AI concepts, including model training, fine-tuning, inference, and Large Language Models (LLMs),
• Understanding of Retrieval Augmented Generation (RAG) architectures and vector database concepts,
• Familiarity with the AI/ML software development lifecycle (SDLC) and MLOps principles, including ModelOps, DataOps, and DevSecOps,
• Basic familiarity with cloud security principles, such as Identity and Access Management (IAM), encryption, and network security controls,
• Understanding of data governance topics, including access control lists (ACLs), data lineage, and cataloging features,
• Basic knowledge of Python programming and SQL for data manipulation and querying within a notebook environment,
Self-Paced
Custom-fit learning paths for data, analytics, and AI roles and career paths through on-demand videos
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Custom-fit learning paths for data, analytics, and AI roles and career paths through on-demand videos
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Comprehensive training offering for large scale customers that includes learning elements for every style of learning. Inquire with your account executive for details
