T11 - Data Mining

4 Dezembro 2020, 13:00 • Sara C. Madeira

Data Mining: Overview.

Data Mining Concepts and Techniques: Introduction.

- Why Data Mining?  

- What Is Data Mining?

- What Kinds of Data Can Be Mined? 

-  What Kinds of Patterns Can Be Mined? 

-  Which Technologies Are Used? 

- Major Issues in Data Mining

T10 - Machine Learning

27 Novembro 2020, 13:00 • Sara C. Madeira

What is Machine Learning ? 

Why use Machine Learning ? 

Types of Machine Learning Systems

- Supervised versus Unsupervised versus Semisupervised versus Reinforcement Learning

- Batch and Online Learning

- Instance-Based Versus Model-Based Learning

Main Challenges of Machine Learning 

- Insufficient Quantity of Training Data

 - Non-representative Training Data

 - Poor-Quality Data

 - Irrelevant Features

 - Overfitting/Underfitting the Training Data

 Testing and Validating

Not Taught.

20 Novembro 2020, 13:00 • Sara C. Madeira

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S3 - 2

13 Novembro 2020, 13:00 • Maria Isabel Fraga Alves

STATISTICAL INFERENCE, EXPLORATORY DATA ANALYSIS, AND THE DATA SCIENCE (conc)

S3 - 1

6 Novembro 2020, 13:00 • Maria Isabel Fraga Alves

STATISTICAL INFERENCE, EXPLORATORY DATA ANALYSIS, AND THE DATA SCIENCE (int)