Daniel Rothchild
- Carbon Emissions and Large Neural Network Training
2021/04/21 by David Patterson, Joseph Gonzalez, Patterson, David +15 · 11 voices · 90 citations
Computer Science · #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.CY #cs.LG
- The Carbon Footprint of Machine Learning Training Will Plateau, Then Shrink
2022/04/11 by David A. Patterson, Joseph E. Gonzalez, Patterson, David +17 · 41 citations
Engineering · Environmental Science · #Air Quality Monitoring and Forecasting #Artificial Intelligence (cs.AI) #Environmental Impact and Sustainability #FOS: Computer and information sciences #General Literature (cs.GL) #Green IT and Sustainability #Machine Learning (cs.LG)
- FetchSGD: Communication-Efficient Federated Learning with Sketching
2020/07/15 by Daniel Rothchild, Ashwinee Panda, Rothchild, Daniel +13 · 10 citations
Computer Science · #Privacy-Preserving Technologies in Data #Mobile Crowdsensing and Crowdsourcing #Stochastic Gradient Optimization Techniques
- The Carbon Footprint of Machine Learning Training Will Plateau, Then Shrink
2022/06/28 by David S. Patterson, David Patterson, Joseph E. Gonzalez +13 · 15 citations
Computer Science · #Explainable Artificial Intelligence (XAI)
- Communication-efficient distributed SGD with Sketching
2019/03/12 by Nikita Ivkin, Daniel Rothchild, Ivkin, Nikita +9 · 4 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)
- SqueezeWave: Extremely Lightweight Vocoders for On-device Speech Synthesis
2020/01/16 by Bohan Zhai, Tianren Gao, Zhai, Bohan +11 · 1 citation
Computer Science · #Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Music and Audio Processing #Sound (cs.SD) #Speech Recognition and Synthesis #Speech and dialogue systems #electronic engineering #information engineering