Educational guide
IDENTIFYING DATA							2024_25
Subject	MACHINE LEARNING					Code	01751004
Study programme	1751 - M.U.ROBOTICA E INTELIGENCIA ARTIFICIAL
Descriptors	Credit.	Type	Year	Period
	4.5	Compulsory	First	First
Language	Castellano
Prerequisites
Department	ING.MECANICA,INFORMAT.AEROESP.
Coordinador	GUERRERO HIGUERAS , ANGEL MANUEL				E-mail	agueh@unileon.es -
Lecturers	DIEZ GONZALEZ , JAVIER GUERRERO HIGUERAS , ANGEL MANUEL
Web	http://agora.unileon.es
General description
Tribunales de Revisión	Tribunal titular Cargo Departamento Profesor Presidente ING.MECANICA,INFORMAT.AEROESP. MATELLAN OLIVERA , VICENTE Secretario ING.MECANICA,INFORMAT.AEROESP. PANIZO ALONSO , LUIS Vocal CONDE GONZALEZ , MIGUEL ANGEL Tribunal suplente Cargo Departamento Profesor Presidente MATEMATICAS GARCIA SIERRA , JUAN FELIPE Secretario ING.MECANICA,INFORMAT.AEROESP. RODRIGUEZ LERA , FRANCISCO JAVIER Vocal ING.MECANICA,INFORMAT.AEROESP. FERNANDEZ LLAMAS , CAMINO

Topic	Sub-topic
I. General concepts	1.- Basic concepts 2.- Pipeline in Machine Learning Projects
II. Supervised learning	3.- Classification 4.- Regression 5.- Vector machines 6.- Decision trees 7.- Ensemble methods 8.- Dimensionality reduction
III. Unsupervised learning 9.	9. Unsupervised learning
IV. Reinforcement learning	10. Reinforcement learning

Methodologies  ::  Tests
	Class hours	Hours outside the classroom	Total hours
Practicals using information and communication technologies (ICTs) in computer rooms	25	67.5	92.5
Lecture	15	0	15
Mixed tests	5	0	5
(*)The information in the planning table is for guidance only and does not take into account the heterogeneity of the students.

Methodologies   ::  

	Description
Practicals using information and communication technologies (ICTs) in computer rooms	ICT practices in computer classrooms Apply, at a practical level, the theory of a field of knowledge in a given context.
Lecture	Presentation of theoretical, practical and methodological concepts by the professor in the classroom and in the laboratory. The expositions may be accompanied by audio-visual material: projected transparencies, videos, on-line resources.

Lecture Practicals using information and communication technologies (ICTs) in computer rooms

Description Tutorials may be used to clarify theoretical, practical and methodological concepts. They may not be used to repeat concepts presented in classes or by audiovisual means that the student has not attended.

	Description	Qualification
Lecture	Written exam with developmental questions/problems/tests	30-70%
Practicals using information and communication technologies (ICTs) in computer rooms	Development/configuration of software components	30-70%
Other comments and second call

Basic
Complementary