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Utilidades
Guia docente 2024_25
Escola Superior de Enxeñaría Informática
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Grao en Enxeñaría Informática
Grao en Intelixencia Artificial
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Máster Universitario en Enxeñaría Informática
Máster universitario en Intelixencia artificial
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Máster universitario en Inteligencia artificial
Subjects
Machine learning I
Contents
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castellano
english
IDENTIFYING DATA
2024_25
Subject
Machine learning I
Code
O06M193V01105
Study programme
Máster universitario en Inteligencia artificial
Descriptors
Total Cr.
Choose
Year
Quadmester
6
Mandatory
1st
1st
Training and Learning Results
Expected results from this subject
Contents
Planning
Methodologies
Personalized assistance
Assessment
Sources of information
Recommendations
Topic
Sub-topic
Supervised learning
Introduction to learning
Artificial Neural Networks
Support Vector Machines
Decision trees
Regression
Instance-based learning
Ensemble modeling
Ensemble modeling
Preprocessing, evaluation and regularization
Preprocessing and feature extraction techniques.
Model creation and evaluation.
Complexity & Regularization.
Unsupervised learning
Unsupervised learning: clustering
Unsupervised neural networks
Reinforcement learning
Markov decision processes
Reinforcement learning
Universidade de Vigo
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