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CEE 616: Probabilistic Machine Learning
Schedule
Calendar
Resources
Syllabus
Notebooks
GLM - Poisson and Logistic
Ridge and Lasso Regression
Classification Performance
Linear Regression
Logistic Regression
Regression (ANN)
Linear Methods - Applications
ANN Grid Search and Regularization
XOR demonstration
CNN MNIST Example using Keras
RNN Examples
Local Regression
CNN Pytorch
PCA
Comparison of Dimensionality Reduction Methods
Staff
Announcements
Jimi Oke
NARS Lab
Calendar
UMass Amherst, Fall 2025