Elastic Consistency
Autor: | Dan Alistarh, Ilia Markov, Giorgi Nadiradze |
---|---|
Rok vydání: | 2022 |
Předmět: | |
Zdroj: | ACM SIGACT News. 53:64-82 |
ISSN: | 0163-5700 |
Popis: | Machine learning models can match or surpass humans on specialized tasks such as image classification [20, 14], speech recognition [37], or complex games [39]. One key tool behind this progress has been a family of optimization methods which fall under the umbrella term of stochastic gradient descent (SGD) [35], which are by and large the method of choice for training large-scale machine learning models. |
Databáze: | OpenAIRE |
Externí odkaz: |