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Welcome to MATH 4/5388 – Machine Learning Methods
The Machine Learning Landscape
Data Preparation and Validation Techniques
Parametric Regression Models
Parametric Classification Models
Unsupervised Learning
Support Vector Machines
Decision Trees and Random Forests
Gradient Boosting
Mathematical Building Blocks of Neural Networks
Building Neural Networks in Keras
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