WHO I AM
I'm Junyu Li
I am a third year Ph.D. student at the Department of Computer Science, University of Warwick. My research focuses on Machine Learning and High-performance Computing (HPC). I received my Master's Degree in Data Analytics and Bachelor's Degree in Computer Science at the University of Warwick and the University of Sheffield respectively.
The research aims to apply HPC strategies such as utilizing GPUs to accelerate the training process for Deep Neural Networks.
My latest work focuses on solving delayed gradients issue in Asynchronous Stochastic Gradient Descent.
I proposed a real-time individual performance analysis and data pruning mechanism that reduces training consumption but keeps accuracy.
Pytorch is my favourite platform, where most of the works are based on. Besides, TensorFlow is another one that I used for the rest of time.