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Explore how artificial intelligence is transforming networking systems in this lecture by Dr. Puneet Sharma, Vice President and Director of the Networking and Distributed Systems Lab at HPE Labs. Examine real-world applications of AI to networking challenges through case studies from the Maestro and Wixor projects, which addressed Wi-Fi Quality of Experience orchestration and 5G cellular resource scheduling. Discover the critical importance of formulating appropriate learning problems, understand the tradeoffs between model complexity and system usability, and learn how to effectively embed domain knowledge into AI-driven networking solutions. Analyze when AI truly benefits networking systems, identify common pitfalls to avoid, and explore design principles for creating intelligent yet trustworthy network systems. Gain insights from practical experiences that reveal how AI applications can fundamentally reshape our understanding of network architecture and operation. Learn from an IEEE Fellow and ACM Distinguished Scientist with over 150 published papers and 90+ patents in software-defined networking, edge computing, Private 5G, and AI/ML systems.
Syllabus
Time: 5:00 PM - PM IST
Taught by
Centre for Networked Intelligence, IISc