Using machine learning to optimize parallelism in big data applications

Scikit-learn: Machine Learning in Python

Fabián Pedregosa, Gaël Varoquaux, Alexandre Gramfort et al. · arXiv (Cornell University) · 2012 · 63.7K citations · Full text

Computing, Computer Science, Artificial Intelligence +10

MapReduce

Sanjay Ghemawat · Communications of the ACM · 2008 · 18.5K citations · Full text

Computing, Computer Science, Computer Systems +17

A Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection

Ron Kohavi · 1995 · 10.7K citations · Full text

Computing, Computer Science, Data Mining +13

Advantages of the mean absolute error (MAE) over the root mean square error (RMSE) in assessing average model performance

C. J. Willmott, Kenji Matsuura · Climate Research · 2005 · 6.1K citations · Full text

Natural Sciences, Environmental Sciences, Geography +15

Spark: cluster computing with working sets

Matei Zaharia, Mosharaf Chowdhury, Michael J. Franklin et al. · 2010 · 4.2K citations

Computing, Computer Science, Computer Systems +16