Courses

Master in Artificial Intelligence

Syllabus

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1st Year

1st Semester
Code	Acronym	Name	Obs.	Credits
M.IA001	IAS	Artificial Intelligence and Society		6
M.IA002	TSI	Topics in Intelligent Systems		6
		Group of Optional Curricular Units - Conditional 1stY/1stS	(1)
		Group of Optional Curricular Units - 1stY/1stS

2nd Semester
Code	Acronym	Name	Obs.	Credits
M.IA003	ACPR	Deep and Reinforcement Learning		6
M.IA005	VC	Computer Vision		6
M.IA007	TRI	Topics in Intelligent Robotics		6
M.IA004	PLN	Natural Language Processing		6
		Group of Optional Curricular Units - 1stY/2ndS

Comments:

(1) 1) The course unit Advanced Topics in Machine Learning has the prerequisite of having obtained 12 ECTS in Machine Learning or related subjects. 2) The course unit Advanced Topics in Artificial Intelligence has the prerequisite of having obtained 12 ECTS in course units of Artificial Intelligence, Robotics, Intelligent Systems, Machine Learning or similar. 3) You cannot choose the Introduction to Machine Learning elective and the Introduction do Data Science elective at the same time. 4) The course units: Introduction to Machine Learning, Introduction to Data Science and Introduction to Artificial Intelligence are not intended for students who have done a bachelor's degree in the area of these curricular units.

2nd Year

Yearly
Code	Acronym	Name		Obs.	Credits
M.IA008	D	Dissertation			48

1st Semester
Code	Acronym	Name	Obs.	Credits
M.IA006	SIA	Seminars in Artificial Intelligence		6
		Group of Optional Curricular Units - 2ndY/1stS

Type of Classification: OFICIAL

Course units belonging to the academic fields defined in the active curricular structure(s) in the current academic year

Computer Science

Keyword	Code	Acronym	Name	Credits	Mandatory
Computer Science	M.IA014	ADC	Analysis of Complex Data	6
Computer Science	M.IA003	ACPR	Deep and Reinforcement Learning	6	Yes
Computer Science	M.IA017	AD	Data Warehouses	6
Computer Science	M.IA018	BIO	Bioinformatics	6
Computer Science	M.IA019	CR	Network Science	6
Computer Science	M.IA020	CAC	Machine Learning Complements	6
Computer Science	M.IA021	CP	Parallel Computing	6
Computer Science	M.IA022	DSM	Data Stream Mining	6
Computer Science	M.IA023	DDDM	Data-Driven Decision Making	6
Computer Science	M.IA008	D	Dissertation	48	Yes
Computer Science	M.IA024	EGD	Big Data Engineering	6
Computer Science	M.IA026	EDAA	Advanced Data Structures and Algorithms	6
Computer Science	M.IA001	IAS	Artificial Intelligence and Society	6	Yes
Computer Science	M.IA011	IAC	Introduction to Machine Learning	6
Computer Science	M.IA012	ICD	Introduction do Data Science	6
Computer Science	M.IA013	IIA	Introduction to Artificial Intelligence	6
Computer Science	M.IA028	LAA	Advanced Logic and Applications	6
Computer Science	M.IA029	MS	Modelling and Simulation	6
Computer Science	M.IA004	PLN	Natural Language Processing	6	Yes
Computer Science	M.IA031	PRI	Information Processing and Retrieval	6
Computer Science	M.IA032	PLR	Constraint Logic Programming	6
Computer Science	M.IA033	RS	Symbolic Reasoning	6
Computer Science	M.IA006	SIA	Seminars in Artificial Intelligence	6	Yes
Computer Science	M.IA035	SAAD	Analytical Decision Support Systems	6
Computer Science	M.IA036	SCIC	Cyberphysical Systems and Internet of Things	6
Computer Science	M.IA009	TAAC	Advanced Topics in Machine Learning	6
Computer Science	M.IA037	TACD	Advanced Topics in Data Science	6
Computer Science	M.IA010	TAIA	Advanced Topics in Artificial Intelligence	6
Computer Science	M.IA007	TRI	Topics in Intelligent Robotics	6	Yes
Computer Science	M.IA002	TSI	Topics in Intelligent Systems	6	Yes
Computer Science	M.IA038	VD	Data Visualization	6
Computer Science	M.IA039	VPD	Visualization and Data Preparation	6
Computer Science	M.IA005	VC	Computer Vision	6	Yes
Computer Science	M.IA040	WSDL	Semantic Web and Linked Data	6

Transversal/Transferable Skills

Personal and Communicational Development

Informatics Engineering

Keyword	Code	Acronym	Name	Credits	Mandatory
Informatics Engineering	M.IA014	ADC	Analysis of Complex Data	6
Informatics Engineering	M.IA003	ACPR	Deep and Reinforcement Learning	6	Yes
Informatics Engineering	M.IA017	AD	Data Warehouses	6
Informatics Engineering	M.IA018	BIO	Bioinformatics	6
Informatics Engineering	M.IA019	CR	Network Science	6
Informatics Engineering	M.IA020	CAC	Machine Learning Complements	6
Informatics Engineering	M.IA021	CP	Parallel Computing	6
Informatics Engineering	M.IA022	DSM	Data Stream Mining	6
Informatics Engineering	M.IA023	DDDM	Data-Driven Decision Making	6
Informatics Engineering	M.IA008	D	Dissertation	48	Yes
Informatics Engineering	M.IA024	EGD	Big Data Engineering	6
Informatics Engineering	M.IA026	EDAA	Advanced Data Structures and Algorithms	6
Informatics Engineering	M.IA001	IAS	Artificial Intelligence and Society	6	Yes
Informatics Engineering	M.IA011	IAC	Introduction to Machine Learning	6
Informatics Engineering	M.IA012	ICD	Introduction do Data Science	6
Informatics Engineering	M.IA013	IIA	Introduction to Artificial Intelligence	6
Informatics Engineering	M.IA028	LAA	Advanced Logic and Applications	6
Informatics Engineering	M.IA029	MS	Modelling and Simulation	6
Informatics Engineering	M.IA004	PLN	Natural Language Processing	6	Yes
Informatics Engineering	M.IA031	PRI	Information Processing and Retrieval	6
Informatics Engineering	M.IA032	PLR	Constraint Logic Programming	6
Informatics Engineering	M.IA033	RS	Symbolic Reasoning	6
Informatics Engineering	M.IA006	SIA	Seminars in Artificial Intelligence	6	Yes
Informatics Engineering	M.IA035	SAAD	Analytical Decision Support Systems	6
Informatics Engineering	M.IA036	SCIC	Cyberphysical Systems and Internet of Things	6
Informatics Engineering	M.IA009	TAAC	Advanced Topics in Machine Learning	6
Informatics Engineering	M.IA037	TACD	Advanced Topics in Data Science	6
Informatics Engineering	M.IA010	TAIA	Advanced Topics in Artificial Intelligence	6
Informatics Engineering	M.IA007	TRI	Topics in Intelligent Robotics	6	Yes
Informatics Engineering	M.IA002	TSI	Topics in Intelligent Systems	6	Yes
Informatics Engineering	M.IA038	VD	Data Visualization	6
Informatics Engineering	M.IA039	VPD	Visualization and Data Preparation	6
Informatics Engineering	M.IA005	VC	Computer Vision	6	Yes
Informatics Engineering	M.IA040	WSDL	Semantic Web and Linked Data	6

Keyword	Code	Acronym	Name	Credits
Mathematics	M.IA016	AEPS	Statistical Analysis and Signal Processing	6
Mathematics	M.IA025	EA	Applied Statistics	6
Mathematics	M.IA027	IE	Statistical Inference	6
Mathematics	M.IA030	O	Optimization	6
Mathematics	M.IA034	STP	Time Series and Forecasting	6

Mathematics

Free option (any area of UP)

Unidades curriculares sem áreas científicas

Code	Acronym	Name	Créditos
CTT_FC1	FC	Philosophy of the City	1,5
CTT_EETI01	CTT_EETI	CTT: Ethics in the age of technology and information	1,5
CVCC01	CVCC	Transferable Skills: CiênciaVitae - the scientific curriculum	1,5
COI001	COI	Transferable Skills: Creating Opportunities for Innovation	1,5
DSEPASE01	DSEPASE	Decarbonizing the Buildings Sector to reach global Energy Sustainability	1,5
DCL	DCL1	Leadership skills development	1,5
ES01	ES	Engineering for Sustainability	1,5
GCN1	GCN	Conflict Management and Negotiation	1,5
SEESTE01	SEESTE	Electrical Power Systems for the Sustainability and Energy Transition	1,5
CTPEC02	PECEPA	Publishing and Scientific Writing: from writing to publishing an article	1,5
CTPEC01	PECIEA	Publishing and Scientific Writing: from research to writing an article	1,5
SALM01	SALM	Academic Spinoff: From the Lab to the Market	1,5

No Academic Field

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Courses

Master in Artificial Intelligence

Syllabus

Group of Optional Curricular Units - Conditional 1stY/1stS

Group of Optional Curricular Units - 1stY/1stS

Group of Optional Curricular Units - 1stY/2ndS

Group of Optional Curricular Units - 2ndY/1stS

Type of Classification: OFICIAL

Course units belonging to the academic fields defined in the active curricular structure(s) in the current academic year

Unidades curriculares sem áreas científicas