MIT Sloan AI Adoption: Build a Playbook That Drives Real Business ROI
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Explore enterprise transformation through this 18-minute conference talk from Conf42 ML 2025 that addresses the critical balance between innovation and stability in organizational modernization. Learn about the strategic importance of legacy system modernization and discover how enterprises can overcome common challenges while maintaining operational continuity. Examine performance optimization techniques and cost-benefit analysis frameworks that justify modernization investments. Understand various cloud migration patterns and their practical applications in enterprise environments. Gain insights into user experience design principles and effective change management strategies that ensure smooth transitions during system upgrades. Discover how to integrate innovative technologies while preserving system reliability and explore comprehensive stakeholder management approaches that deliver measurable value to organizations. Master practical frameworks for managing complex enterprise transformations and understand key implementation strategies for successful modernization initiatives.
Syllabus
00:00 Introduction to Machine Learning and System Modernization
01:20 The Importance of Legacy Modernization
02:01 Strategic Overview and Challenges
03:33 Performance and Cost Benefits
06:35 Cloud Migration Patterns
08:20 User Experience and Change Management
11:21 Innovation, Integration, and Technology
14:06 Stakeholder Management and Value Delivery
15:12 Key Takeaways and Next Steps
Taught by
Conf42