Overview
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Explore the revolutionary intersection of edge computing and Tiny ML in this 10-minute conference talk from Conf42 Golang 2025. Begin by understanding the fundamentals of edge computing and its practical applications across various industries, then dive into the world of Tiny ML and its technical foundations. Learn about the complete Tiny ML development workflow and discover how edge computing and Tiny ML work synergistically to create powerful AI solutions. Examine real-world applications spanning multiple industries and understand the implementation challenges you may encounter when deploying these technologies. Compare the advantages and trade-offs between cloud, edge, and Tiny ML approaches to help you make informed architectural decisions. Gain insights into future trends in edge intelligence and participate in a Q&A session to deepen your understanding of how these technologies are revolutionizing AI deployment at the edge.
Syllabus
00:00 Introduction to Edge Computing and Tiny ML
00:29 Understanding Edge Computing
01:21 Practical Applications of Edge Computing
02:15 Introduction to Tiny ML
03:16 Technical Foundations of Tiny ML
04:21 Tiny ML Development Workflow
05:24 Synergy of Edge Computing and Tiny ML
06:16 Applications Across Industries
07:24 Implementation Challenges
08:19 Comparing Cloud, Edge, and Tiny ML
09:05 Future Trends in Edge Intelligence
09:52 Conclusion and Q&A
Taught by
Conf42