Currículo
Financial Data Science FDS-MFIN
Contextos
Groupo: Finance > 2º Ciclo > Parte Escolar > Unidades Curriculares Obrigatórias
ECTS
6.0 (para cálculo da média)
Objectivos
By the end of this course, students should be able to understand and apply a diverse set of statistical and machine learning techniques for analyzing various types of data, with a particular focus on financial data.
Programa
Introduction to forecasting with machine learning. Linear models and regularization Logistic regression k-nearest neighbors Decision trees Ensemble methods Support vector machines Neural networks and deep learning Unsupervised learning methods
Método de Avaliação
Written exam.
Carga Horária
Carga Horária de Contacto -
Trabalho Autónomo - 121.0
Carga Total -
Bibliografia
Principal
- An Introduction to Statistical Learning with Applications in Python: Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani 2024 Springer
Secundária
- Hands-on Machine Learning with Scikit-Learn & TensorFlow: Aurélien Géron 2022 O'Reilly
- Deep Learning with Python: François Chollet 2021 Manning