Posgrado en Ciencias de la Tierra, UNAM
Tema selecto de modelación: Machine Learning
Grupo: T004
Entidad: 72
Act. Académica: 63634
Horario y lugar
Martes 08:00 - 10:00 am, Unidad de Posgrado Aula F-305
Jueves 08:00 - 10:00 am, Unidad de Posgrado Aula B-307
Contacto: [email protected]
Temario y bibliografía completa en español aquí.
This project hosts material for the machine learning in geosciences class.
Related sites for software demonstrations are:
- https://github.com/ageron/handson-ml2
- https://github.com/GeostatsGuy?tab=repositories
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Mathematics and algorithms.
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Gareth James, Daniela Witten, Trevor Hastie and Robert Tibshirani. An Introduction to Statistical Learning, with Applications in R.
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Bishop, Christopher. 2006. Pattern Recognition and Machine Learning. Information Science and Statistics. New York: Springer-Verlag. https://www.springer.com/us/book/9780387310732.
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Software tools. Géron, Aurélien. 2019. Hands-On Machine Learning with Scikit-Learn, Keras and TensorFlow. https://www.oreilly.com/library/view/hands-on-machine-learning/9781492032632/.