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INTRODUCTION

1h Program Opening
2h Overview of Big Data, Data Science and Business Analytics
1h Environment Setup and Configuration

CORE ANALYTICS SKILLS

1h Basic concepts of Data Mining, Machine Learning, Supervised and Unsupervised Learning
3h Supervised Learning for Predictive Analytics in Business Applications
4h Causality, Correlation and Unobserved Effects
4h Introduction to R Statistical Programming
2h Review of Statistical Analysis with Applications in R
2h Descriptive Statistics and Visualization of Large Datasets
4h Model Fit, Over Fit and Performance Evaluation
4h Advanced Topics
8h Causality in Observational Data
3h Randomized Experiments

CASE STUDIES

6h Case Studies
3h Data Science Team Work
4h Building our First Predictive Model

Contacts

Executive Education - Open Programs

Miguel Bugalho

E-mail: miguel.bugalho@ucp.pt

Phone: (+351) 217 227 801

ALTA DIGITAL