IEEE Seasonal School: Manufacturability, Testing, Reliability, and Security

00:00:00 - Introduction

01:51:00 - "Machine Learning for DFM", Bei Yu, Associate Professor, Chinese University of Hong Kong

59:54:00 - "ML for Testing and Yield", Li-C. Wang, Professor, UC Santa Barbara

01:59:00 - "ML for Cross-Layer Reliability and Security", Muhammad Shafique, Professor of Computer Engineering, NYU Abu Dhabi

IEEE Seasonal School: Standard Platforms for ML in EDA and IC Design

00:00:00 - Introduction

00:02:45 - "Exchanging EDA data for AI/ML using Standard API", Kerim Kalafala, Senior Technical Staff Member, IBM (co-chair, AI/ML for EDA Special Interest Group, Si2), Richard Taggart, Senior Software Engineering Manager, IBM and Akhilesh Kumar, Principal R&D Engineer, Ansys

01:29:30 - "IEEE CEDA DATC RDF and METRICS2.1: Toward a Standard Platform for ML-Enabled EDA and IC Design", Jinwook Jung, Research Staff Member, IBM Research

IEEE Seasonal School: Applications / Future Frontiers

00:00:00 - Introduction

01:23:00 - "Automating Analog Layout: Why This Time is Different", Sachin Sapatnekar, Professor, University of Minnesota

57:20:00 - "Machine Learning-Powered Tools and Methodologies for 3D Integration", Sung Kyu Lim, Professor, Georgia Institute of Technology

01:58:18 - "ML for Verification", Shobha Vasudevan, Researcher at Google and Adjunct Professor at UIUC

IEEE Seasonal School: Deep / Reinforcement Learning

00:00:00 - Introduction

02:30:00 - "Machine Learning for EDA Optimization", Mark Ren, Senior Manager, NVIDIA Research

01:02:30 - "Learning to Optimize", Ismail Bustany, Fellow, AMD

02:01:50 - "Circuit Training: An open-source framework for generating chip floor plans with distributed deep reinforcement learning", Joe Jiang, Staff Software Engineer and Manager, Google Brain