We now shift from our discussion of simple linear models to neural networks. Neural networks are a class of models that go beyond linear classifiers. Recall that the three main components of a machine ...

Your class project is an opportunity for you to explore an interesting machine learning problem of your choice in the context of a real-world data set. Below, you will find some project ideas, but the ...

Nathan Beckmann and Tianqi Chen. From smart phones, to multi-core CPUs and GPUs, to the world's largest supercomputers, parallel processing is ubiquitous in modern computing. The goal of this course ...

From smart phones, to multi-core CPUs and GPUs, to the world's largest supercomputers, parallel processing is ubiquitous in modern computing. The goal of this course is to provide a deep understanding ...