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Microsoft

Enable AI Trust Through Automated Classification and Labeling

Microsoft via YouTube

Overview

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Learn how enterprise organizations can decrease AI risks through automated data classification and labeling in this 32-minute conference talk from Microsoft Ignite 2025. Explore real-world strategies for enabling secure Copilot use at scale while managing increasing threats, data volumes, and AI agents. Discover how Tampa General Hospital motivated their large-scale data classification initiative and examine the failures of traditional data classification approaches along with common visibility gaps. Understand the importance of collaborating with data owners to achieve contextual accuracy and maintain compliance requirements. Master risk-based approaches to data management and continuous refinement processes for optimal security posture. Learn techniques for identifying and managing stale data using automation tools to reduce organizational risk exposure. Gain insights into practical data protection methods for identifying sensitive information and minimizing blast radius in security incidents. Navigate the complexities of Microsoft 365 data sharing environments and establish proper visibility controls. Get introduced to the Copilot Flight Plan framework and essential data preparation steps for AI implementation. Implement continuous monitoring strategies using Microsoft Defender for Data Repositories (MDDR) to manage security alerts and reduce exposure risks across petabytes of data and hundreds of resources while simultaneously reducing security team workloads.

Syllabus

0:00 - Tampa General’s motivation to classify and label data at scale
00:05:55 - Failures in traditional data classification approaches and visibility gaps
00:10:19 - Collaboration with Data Owners for Contextual Accuracy and Compliance
00:15:54 - Risk-Based Approach to Data Management and Continuous Refinement
00:16:10 - Identifying and Managing Stale Data Using Automation Tools
00:20:47 - Practical Data Protection: Identifying Sensitive Data and Reducing Blast Radius
00:21:23 - Complexities of M365 Data Sharing and Need for Visibility
00:25:35 - Introduction to the Copilot Flight Plan and data preparation steps
00:28:21 - Continuous monitoring with MDDR to manage alerts and reduce exposure risk

Taught by

Microsoft Ignite

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