Material for the CARTE-BioZone Workshop on Machine Learning 2023
Basic Principles and Models
Support Vector Machines
Hyperparameter Tuning
Decision Trees and Random Forests
Unsupervised Learning: Clustering and Dimensionality Reduction
3Blue1Brown: But what is a Neural Network?
3Blue1Brown: Gradient descent, how neural networks learn
3Blue1Brown: What is backpropagation really doing?
Tom Scott: The Sentences Computers Can't Understand, But Humans Can
Neural Networks and Deep Learning
Transformers and GPT