Teaching GuideTerm Escola Politécnica de Enxeñaría de Ferrol |
Mestrado Universitario en Enxeñaría Industrial (plan 2018) |
Subjects |
Introduction to Machine Learning |
Sources of information |
|
|
Identifying Data | 2023/24 | |||||||||||||
Subject | Introduction to Machine Learning | Code | 730497240 | |||||||||||
Study programme |
|
|||||||||||||
Descriptors | Cycle | Period | Year | Type | Credits | |||||||||
Official Master's Degree | 2nd four-month period |
Second | Optional | 4.5 | ||||||||||
|
Basic |
Marsland, Stephen (2014). Machine Learning: An Algorithmic Perspective. Chapman and Hall/CRC Press Gonzalo Pajares Martínez, Jose Manuel de la Cruz García (2010). Aprendizaje automático : un enfoque práctico. Ra-Ma Ethem Alpaydin (2014). Introduction to Machine Learning. MIT Press Christopher M. Bishop (2010). Pattern Recognition and Machine Learning. Springer |
A Whirlwind Tour of Python by Jake VanderPlas (O’Reilly): |
|
Complementary |
Andreas C. Müller, Sarah Guido (2016). Introduction to Machine Learning with Python: A Guide for Data Scientists. O'Reilly Media Sebastian Raschka, Vahid Mirjalili (2019). Python machine learning : aprendizaje automático y aprendizaje profundo con Python, scikit-learn y TensorFlow. Marcombo Aurelien Geron (2017). Hands-On Machine Learning with Scikit-Learn and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems. O'Reilly Media Kevin P. Murphy (2010). Machine Learning, a probabilistic perspective. MIT Press |
|