Databricks AI Security Fundamentals
Databricks AI Security Fundamentals explores how to build and secure AI systems on the Databricks platform, from understanding core platform components and AI deployment models through applying the Databricks AI Security Framework (DASF) 3.0 to identify and mitigate real-world threats. Learners will examine the AI System Lifecycle across its 13 components and 97 security risks, study the agentic threat model including the Lethal Trifecta, and see how Databricks products (Unity Catalog ABAC, Unity Gateway, Serverless Egress Controls, and MLflow Tracing) implement the 73 DASF mitigation controls in practice.
Note: For SCORM lecture files, please ensure that you close the SCORM window after completing the content. Do not click the ‘Next Lesson’ button, as doing so may prevent the SCORM module from being marked as complete.
The content was developed for participants with these skills/knowledge/abilities:
• Familiarity with the Databricks Data + AI 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
Registration options
Databricks has a delivery method for wherever you are on your learning journey
Self-Paced
Custom-fit learning paths for data, analytics, and AI roles and career paths through on-demand videos
Register now
Instructor-Led
Public and private courses taught by expert instructors across half-day to two-day courses
Register now
Blended Learning
Self-paced and weekly instructor-led sessions for every style of learner to optimize course completion and knowledge retention. Go to Subscriptions Catalog tab to purchase
Purchase now
Skills@Scale
Comprehensive training offering for large scale customers that includes learning elements for every style of learning. Inquire with your account executive for details
