Probabilities and Statistics

Category: Discipline
  • Marôco, J. (2021). Análise Estatística com o SPSS Statistics (8.ª ed.). ReportNumber. ISBN: 9789899676374 Marôco, J. P. (2024). Fundamentos de estatística: Com aplicações às ciências da vida, sociais e humanas. ReportNumber. ISBN: 978 989 967 6381 Pestana, M. H., & Gageiro, J. N. (2014). Análise de Dados para Ciências Sociais: A complementaridade do SPSS (6ª ed.). Edições Sílabo. ISBN: 978-972-618-775-2 Pestana, M. H., & Gageiro, J. N. (2005). Descobrindo a Regressão com a Complementaridade do SPSS (1ª ed.). Edições Sílabo. ISBN: 972-618-394-4 Reis, E. (2008). Estatística descritiva (7ª ed.). Edições Sílabo. ISBN:978-972-618-476-8  
  • Development of Artificial Intelligence Applications
  • 7058
  • 620
  • Probabilities and Statistics
  • ISLA Gaia7058-620
  • 1
  • 6
  • 0
  • 27
  • Não
  • Português
  • Theoretical–practical sessions with guided problem solving. Hands-on lab sessions using Jamovi/Excel. Case studies applied to AI/Data Science (e.g., Netflix/IoT datasets). Formative feedback via short quizzes and in-class discussion. Use of the flipped classroom methodology.
  • Mandatory
  • OA1: Understand the fundamentals of Statistics and Probability Theory. OA2: Organize, describe, and visualize data rigorously. OA3: Compute and interpret descriptive measures and measures of shape. OA4: Model linear relationships (simple regression) and interpret coefficients. OA5: Apply probability rules and axioms—including Bayes’ theorem and combinatorics—to simple problems. OA6: Use software (Jamovi/Excel) for analysis and reporting.
  • CP1: Introduction Population vs. sample; sampling; statistical unit; data/variables; scales. CP2: Frequency tables and charts (univariate) Absolute/relative/cumulative distributions; bar charts, pie charts, histogram. CP3: Contingency tables and charts (bivariate) Two-way organization; scatter plot. CP4: Measures of location Mean, median, mode, quartiles/percentiles. CP5: Measures of dispersion Range, IQR, variance, SD, CV. CP6: Shape Skewness, kurtosis. CP7: Covariance and correlation (r) Definition, computation, and interpretation of the correlation coefficient. CP8: Simple linear regression (OLS) Computation of the fitted regression line, interpretation of parameters, and prediction. CP9: Probability and combinatorics Definitions and terminology; definitions of probability (classical, frequentist, and subjective approaches). CP10: Software (Jamovi/Excel) Import/clean; tables/charts; measures; boxplot/outliers; correlation and regression; reporting.

  • Descrição dos instrumentos de avaliação (individuais e de grupo) ¿ testes, trabalhos práticos, relatórios, projetos... respetivas datas de entrega/apresentação... e ponderação na nota final.

    Exemplo:

    Descrição

    Data limite

    Ponderação

    Teste 1 de avaliação distribuída

    06-11-2025

    50%

    Teste 2 de avaliação distribuída

    08-01-2026

    50%

     

     

     

     

    Adicionalmente poderão ser incluídas informações gerais, como por exemplo, referência ao tipo de acompanhamento a prestar ao estudante na realização dos trabalhos; referências bibliográficas e websites úteis; indicações para a redação de trabalho escrito...

     
  • Semestral
  • The course unit provides the quantitative foundation to design, develop, and optimize AI applications, enabling students to organize and visualize data, compute and interpret descriptive statistics, model relationships (correlation and regression), and support decision-making under uncertainty (probability, Bayes’ theorem, and combinatorics). It is foundational to the AI, Machine Learning I/II, Data Science, and Project/Internship units, strengthening the competencies required for ML analyst/programmer and data analyst/manager roles.

Option III

Category: Discipline
  • Business Management
  • 1206
  • 1402
  • Option III
  • ISLA Gaia1206-1402
  • 3
  • 15
  • 1390
  • 27
  • Sim
  • Português
  • Semestral

Data Processing and Analysis

Category: Discipline
  • Human Resource Management
  • 1192
  • 17676
  • Data Processing and Analysis
  • ISLA Gaia1192-17676
  • 2
  • 6
  • 0
  • 27
  • Não
  • Português
  • Semestral

Information, Communication and Negotiation Techniques

Category: Discipline
  • - Beirão, Inácio, Maria Vasconcelos, Joaquim Caetano, Maria Inês Nunes e Paulo Vasconcelos (2008), Manual de Comunicação Empresarial. Porto: Plátano. - Carvalho, José Crespo de. (2008), Negociação (3ª ed.), Lisboa: Sílabo. - Rego, Arménio (2016), Comunicação Pessoal e Organizacional ¿ Teoria e Prática (4º ed), Lisboa: Sílabo. - Rego, Arménio (2016), Comunicação Pessoal e Organizacional ¿ Manual de exercícios (4º ed), Lisboa: Sílabo.
  • Safety at Work Engineering
  • 1181
  • 3439
  • Information, Communication and Negotiation Techniques
  • ISLA Gaia1181-3439
  • 3
  • 3
  • 0
  • 27
  • Não
  • Português
  • Case studies. Problem solving. Application of theory to real cases. Debates for applying theory to practice.
  • Mandatory
  • 1) In the scope of information, familiarize students with the types of information and communication policies existing in the organization and also know and understand information technologies and people management. 2) In the scope of communication, analyze the basic dimensions of the communication process, distinguish the various personal communication styles, understand the communication flows and patterns in organizations, analyze and face a crisis communication situation, distinguish between internal and external public organizations and understand the importance of internal communication within the organization. 3) In the negotiation component, identify and analyze the fundamental elements of a negotiation process, know and understand the negotiation typology, identify the main errors in a negotiation process and know and understand the negotiation strategies, techniques and tactics.
  • Description of contents Information and communication in the company: downward and upward information, information and communication policies, information technologies and people management. Organizational communication: the basic dimensions of the communicational process, non-verbal messages and active listening, feedback and performance, personal communication styles, communication flows and patterns in organizations, communication in the computerized information age, the external and internal public of companies, internal communication (internal marketing). Negotiation: fundamental elements of negotiation, negotiation typology, negotiation errors, negotiation strategies, techniques and tactics.

  • Descrição dos instrumentos de avaliação (individuais e de grupo) ¿ testes, trabalhos práticos, relatórios, projetos... respetivas datas de entrega/apresentação... e ponderação na nota final.

    Exemplo:

    Descrição

    Data limite

    Ponderação

    Seminário 

    dd-mm-yyyy

    20%

    Estudo de caso

    dd-mm-yyyy

    40%

    Teste (Frequência)

     

    40%

     

    Adicionalmente poderão ser incluídas informações gerais, como por exemplo, referência ao tipo de acompanhamento a prestar ao estudante na realização dos trabalhos; referências bibliográficas e websites úteis; indicações para a redação de trabalho escrito...

     
  • Semestral
  • In this curricular unit, the theme related to information, communication and negotiation techniques is addressed in order to ensure that the professional Human Resources Manager knows and understands the concepts, the practical importance and the interrelation between the thematic tripod.

Dissertation/Project/Internship - Part I

Category: Discipline
  • Technology and Web Systems Engineering
  • 6158
  • 22666
  • Dissertation/Project/Internship - Part I
  • ISLA Gaia6158-22666
  • 2
  • 20
  • 878
  • 27
  • Sim
  • Português
  • Semestral
  1. Critical Thinking and Argumentation
  2. Marketing and Advertising
  3. Applied Business Project
  4. Laboratory Project II

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