Rothchild, Daniel
- Carbon Emissions and Large Neural Network Training
2021/04/21 by Patterson, David, Gonzalez, Joseph, Le, Quoc +6 · 67 citations
#Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- The Carbon Footprint of Machine Learning Training Will Plateau, Then Shrink
2022/04/11 by Patterson, David, Gonzalez, Joseph, Hölzle, Urs +7 · 30 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #General Literature (cs.GL) #Machine Learning (cs.LG)
- FetchSGD: Communication-Efficient Federated Learning with Sketching
2020/07/15 by Daniel Rothchild, Ashwinee Panda, Rothchild, Daniel +13 · 8 citations
Computer Science · #Privacy-Preserving Technologies in Data #Mobile Crowdsensing and Crowdsourcing #Stochastic Gradient Optimization Techniques
- Communication-efficient distributed SGD with Sketching
2019/03/12 by Nikita Ivkin, Ivkin, Nikita, Daniel Rothchild +9 · 2 citations
Computer Science · #Advanced Neural Network Applications #Distributed #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)