Projects for machine learning classes at Unicamp, 2024.01.
Lista01: Linear Regression
Regularized least squares on time-series prediction.
Lista02: Linear Classification
Logistic regression and kNN on sensor data classification.
Lista03: Neural Net Classification
Neural networks (MLP, CNN, ResNet-like) for image classification.
Projeto: Recurrent Convolutional Regression
Neural network with recurrent convolutional layers to predict the behavior of grid cells in a one time-step porous-media simulation.