Syllabus
Introduction to Data Mining
The Learning Problem
Predictors for Structured Data
Learning without Labels or Without Parameters
Representation Learning
Dimensionality Reduction
Regression and Classification
Deep Neural Networks
Image Data and Convolutional Neural Networks
Time-series data and Recurrent Neural Networks
Neural Autoencoders
Math Background
Resources
Assignments
Project
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