Sumários
T02 - FUNDAMENTALS OF MACHINE LEARNING I - THE INGREDIENTS OF MACHINE LEARNING
23 Setembro 2025, 13:00 • Sara C. Madeira
Formal definition of machine learning.
Motivation using a Machine Learning sampler: Assassinating Spam Email using a supervised learning approach and specifically binary classification. The Ingredients of Machine Learning: Tasks, Models and Features.
Overview of how Machine Learning is used to solve a given task.
Difference between Machine Learning algorithm and Machine Learning model when tackling a Machine Learning problem.
Supervised versus Unsupervised Learning.
Training and test data.
Generalisation and Overfitting.
Overview of the Machine Learning Tasks covered in the course: binary and multi class classification, regression and clustering.