Huan Wang is a Research Director at Salesforce Research. He works on various topics including deep learning theory, reinforcement learning, time series analytics, operational and data intelligence.
Salesforce Data Cloud, the first real-time CRM, is turning your data into real-time customer magic. You might have witnessed how our AI research is powering intelligent experiences with Identity Resolution for Fuzzy Matching…
AUTHORS: Huan Wang, Aadyot Bhatnagar, Doyen Sahoo, Wenzhuo Yang, Steven Hoi, Caiming Xiong, Donald Rose TL;DR: Time series data is a critical source of insights for many applications, including IT Operations, Quality Management,…
TL;DR: WarpDrive is a flexible, lightweight, easy-to-use end-to-end reinforcement learning (RL) framework; enables orders-of-magnitude faster training on a single GPU. PyTorch Lightning enables you to modularize experimental code, and build production-ready workloads fast.…
It has been empirically observed that different local optima, obtained from training deep neural networks don't generalize in the same way for the unseen data sets, even if they achieve the same training loss.
