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Introduciton to Machine Learning
This page contains notes from the course Introduction to Machine Learning by Elisa Ricci held in the academic year 2024-2025 at the University of Trento.
Big thanks to Pattern Recognition and Machine Learning by Christopher Bishop which guided me in my studies.
- Machine learning basics
- K-Nearest Neighbors
- Linear Models
- Beyond binary classification
- Decision trees
- Gradient descent
- Support Vector Machines
- Regularization
- Unsupervised learning
- Clustering
- Neural Networks
- Deep Generative Models
- Diffusion Models
- Reinforcement Learning