Sumários

T3 - Data, Big Data and High Dimensional Data + High dimensional data analysis

7 Março 2019, 14:30 Sara C. Madeira

Data, Big Data and High Dimensional Data.

Dimensionality, dimensionality reduction, curse of dimensionality, dimensionality reduction.
PCA and feature selection.



T4 - Introduction to Pattern Mining

7 Março 2019, 13:00 Sara C. Madeira

Motivation and overview on pattern mining.
Frequent Pattern Mining: market masket analysis (a motivating example)basic concepts (itemset, support, frequent itemset, closed and max pattern, association rule)


T02 - Data Mining: Introduction

28 Fevereiro 2019, 14:30 Sara C. Madeira

Introduction to data mining.


TP0+TP1 - Python3 and Python's Technical Libraries

28 Fevereiro 2019, 13:00 Sara C. Madeira

TP0 - Python3 in a Nutshell (Only for newbies to Python3) 

TP1 - Python's Technical Libraries in a Nutshell (Only for newbies to Python3 scientific libraries, such as Pandas and Scikit-learn)


T1 - Introduction

21 Fevereiro 2019, 14:30 Sara C. Madeira

Introduction to the course: webpage, faculty, schedule, goals, topics, planning, bibliography.

Introduction to Data Mining: what is data mining; data mining versus data science, machine learning, artificial intelligence, big data; why data mining; data mining applications.