IEEE EDS Summer School "Short course on Machine learning for Electron Devices (MLED'22)"

#IEEE #75anniversaryoftransistor #Machinelearning #AI #Shortcourse #devices #compactmodeling #neuralnetwork #eds #iitroorkee
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MLED’22 had
• Lectures from international and national experts
• Hands-on tutorial and demonstration sessions
• Lab visits and exposure to fabrication facilities
• Interaction session with industry experts
• Poster presentation and oral presentation sessions with awards
• Networking dinner

 

The 5-day residential course was divided as:
Day 1: Devices: This day was reserved for a discussion on the latest semiconductor devices, which present scope for the application of
Machine learning for improved simulation, design, and optimization
Day 2: Conventional modeling: Details of existing modeling techniques, compact models, and circuit simulations were discussed to point
out the possible areas where machine learning can bring improvement.
Day 3: Machine learning ideas: Various lectures and hands-on lab sessions familiarized the participants with using different machine
learning architectures
Day 4: Machine learning application: Lab sessions and demonstration sessions with the help of lectures, familiarized the participants
with using machine learning for device applications. Participants were hand-held through the process of creating a ML surrogate model for
a double gate device from scratch.
Day 5: Machine learning continued: Participants were asked to perform their own machine learning optimization on a device problem.
Their solutions/ideas were evaluated and feedback provided for improvement.

 

Speakers: 

Chenming Hu

TSMC Distinguished Professor Emeritus, UC Berkeley

Madhavan Swaminathan

John Pippin Chair Professor, Geogia Tech.

Sayeef Salahuddin

TSMC Distinguished Professor, UC Berkeley

Yogesh S. Chauhan

Professor, IIT Kanpur

Paolo Manfredi

Associate Professor, Polytechnico di Torino

Riccardo Trinchero

Assistant Professor, Polytechnico di Torino

Biplab Sarkar

Assistant professor, IIT Roorkee

Harshit Agarwal

Assistant professor, IIT Jodhpur

Shruti Mehrotra

GlobalFoundries, India

Priyank Rastogi

Intel, India

Chetan Gupta

Micron, India

Sudeb Dasgupta

Professor, IIT Roorkee

Anand Bulusu

Professor, IIT Roorkee

Avirup Dasgupta

Assistant Professor, IIT Roorkee

Sourajeet Roy

Assistant professor, IIT Roorkee

Tanmoy Pramanik

Assistant professor, IIT Roorkee



  Date and Time

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  Registration



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  • Lecture hall complex
  • IIT Roorkee
  • Roorkee, Uttaranchal
  • India 247667
  • Building: APJ abdul kalam block, LHC

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  • Starts 14 September 2022 06:46 PM UTC
  • Ends 14 October 2022 06:46 PM UTC
  • No Admission Charge