The Carbon Footprint of Machine Learning Training Will Plateau, Then Shrink.
David A. PattersonJoseph GonzalezUrs HölzleQuoc V. LeChen LiangLluis-Miquel MunguiaDaniel RothchildDavid R. SoMaud TexierJeff DeanPublished in: CoRR (2022)
Keyphrases
- machine learning
- supervised learning
- covariate shift
- learning tasks
- computer vision
- information extraction
- training algorithm
- machine learning methods
- knowledge representation
- training set
- support vector machine
- learning machines
- feature selection
- natural language processing
- inductive logic programming
- semi supervised learning
- training examples
- kernel methods
- learning systems
- training process
- inductive learning
- training phase
- supervised machine learning
- model selection
- test set
- unsupervised learning
- database
- active learning
- data analysis
- computer science
- pattern recognition
- decision trees
- information retrieval
- real time