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Machine Learning - Notes

Notes for the Machine Learning course @FEUP using Obsidian

Chapters

Machine Learning and Data Mining

Topic MD PDF
Data Mining Process MD PDF
Data Preparation MD PDF
Data Understanding MD PDF
Advanced Issues in Data Preparation and Modelling MD PDF

Descriptive Data Mining

Topic MD PDF
Descriptive Modelling MD PDF
Association Rules MD PDF

Predictive Data Mining

Topic MD PDF
Classification: Introduction MD PDF
Classification Algorithms MD PDF
Regression MD PDF
Introduction to Recommender Systems MD PDF
Ensemble Learning MD PDF

Other Topics

Topic MD PDF
Outlier Detection MD PDF
ANN + Introduction to Deep Learning MD PDF
Metalearning and autoML MD PDF