Sasikanth Avancha

1. A Study of BFLOAT16 for Deep Learning Training
   2019/05/29 by Dhiraj Kalamkar, Dheevatsa Mudigere, Kalamkar, Dhiraj +35 · 40 citations
   Computer Science · Mathematics · #Advanced Neural Network Applications #Computational Physics and Python Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Tensor decomposition and applications
2. Hardware Acceleration of Sparse and Irregular Tensor Computations of ML Models: A Survey and Insights
   2020/07/02 by Shail Dave, Riyadh Baghdadi, Tony Nowatzki +3 · 2 voices · 3 citations
   #cs.AR #cs.CV #cs.DC #cs.LG #cs.NE
3. Mixed Precision Training of Convolutional Neural Networks using Integer Operations
   2018/02/03 by Dipankar Das, Naveen Mellempudi, Das, Dipankar +31 · 10 citations
   Computer Science · Mathematics · #Advanced Neural Network Applications #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Neural and Evolutionary Computing (cs.NE) #Numerical Analysis (math.NA) #Tensor decomposition and applications
4. Distributed Deep Learning Using Synchronous Stochastic Gradient Descent
   2016/02/22 by Dipankar Das, Das, Dipankar, Sasikanth Avancha +13 · 1 voice · 1 citation
   Computer Science · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC) #cs.DC #cs.LG
5. DistGNN: Scalable Distributed Training for Large-Scale Graph Neural Networks
   2021/04/14 by Vasimuddin Md, Sanchit Misra, Md, Vasimuddin +15 · 4 citations
   Computer Science · Materials Science · #Advanced Graph Neural Networks #Distributed #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG) #Machine Learning in Materials Science #Parallel #and Cluster Computing (cs.DC)
6. On Scale-out Deep Learning Training for Cloud and HPC
   2018/01/24 by Srinivas Sridharan, Sridharan, Srinivas, Karthikeyan Vaidyanathan +19 · 1 citation
   Computer Science · #Advanced Neural Network Applications #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Parallel Computing and Optimization Techniques #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)