T10 - Machine Learning

7 Dezembro 2018, 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