Mafalda Gato
E-mail: mgato@ucp.pt
Tel: (+351) 215 906 007
Programa Detalhado
Contactos
Mais informações
6ª edição*: início a 17 de fevereiro de 2022
*Candidaturas abertas até 10 de fevereiro de 2022
Horário: 5ª e 6ª feiras, 17h-21h e sábados, 9h00-13h00
Duração: 5 meses | total de 104 horas
CANDIDATURAS A DECORRER
Miguel Godinho Matos, Diretor do Programa, enumera os conteúdos do programa:
INTRODUCTION
| 1h | Program Opening | |
| 1h | Environment Setup and Configuration | |
| 2h | The House of Analytics | |
| 4h | Introduction to R Programming |
CORE ANALYTICS SKILLS
| 2h | Machine Learning Paradigms | |
| 6h | Introduction to Unsupervised Learning | |
| 4h | Introduction to Supervised Learning for Regression and for Classification | |
| 4h | Building a Supervised Learning Model in R | |
| 4h | Model Evaluation, Fit, Overfit and Complexity Control | |
| 4h | The Expected Value Framework | |
| 4h | Core Machine Learning Models | |
| 4h | Ensemble Learning (Bagging, Boosting and Stacking) | |
| 9h | Deep Learning * |
SOFTWARE
| 3h | Build Your Own Classification Model | |
| 3h | Build Your Own Regression Model and Use the Expected Value Framework | |
| 3h | Evaluate an Experiment and an Intervention in Observational Data |
CASE STUDIES
| 2h | Machine Learning Exam |
| 4h | Causality, Correlation and Unobserved Effects | |
| 4h | Causality in Observational Data Part 1 | |
| 4h | Causality in Observational Data Part 2 | |
| 3h | Randomized Experiments | |
| 2h | Heterogenous Treatment Effects |
| 2h | Predicting Client Churn | |
| 4h | Designing an Experiment to Evaluate Proactive Churn Management |
| 2h | Building an AI Strategy | |
| 2h | Scoping Data Science Use Cases | |
| 2h | Managing Data Science Talent | |
| 2h | Life Cycle of Data Science Projects | |
| 2h | Development and Implementation Infrastructure |
| 2h | Causal Analytics & Data Science Project Management Exam |
Contactos
Mais informações
6ª edição*: início a 17 de fevereiro de 2022
*Candidaturas abertas até 10 de fevereiro de 2022
Horário: 5ª e 6ª feiras, 17h-21h e sábados, 9h00-13h00
Duração: 5 meses | total de 104 horas
CANDIDATURAS A DECORRER
