Machine Learning

Some of the best and most common books on ML and data-driven techniques.

The elements of statistical learning: data mining, inference, and prediction. Hastie, T., Tibshirani, R., Friedman, J. H., & Friedman, J. H. (2009)

Pattern recognition and machine learning (Vol. 4, No. 4, p. 738).Bishop, C. M., & Nasrabadi, N. M. (2006). New York: springer.

Dive into Deep Learning. Zhang, A., Lipton, Z. C., Li, M., & Smola, A. J. (2021)

Data-driven science and engineering: Machine learning, dynamical systems, and control. Brunton, S. L., & Kutz, J. N. (2022). Cambridge University Press.

Computational fluid dynamics

Software and literature

OpenFOAM: open source CFD software