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Introduction to Tensor Processing Units

This course provides an introduction to Tensor Processing Units (TPUs), which are specialized hardware accelerators for machine learning workloads. The course starts with the basics of machine learning and neural networks, and then covers the architecture of TPUs, their programming model, and how to use them for training and inference.

10 Units

Unit 1

Introduction to Machine Learning

Unit 2

Neural Networks

Unit 3

Hardware Acceleration for Machine Learning

Unit 4

The Need for TPUs

Unit 5

TPU Architecture

Unit 6

Programming TPUs

Unit 7

TPU Performance

Unit 8

Using TPUs for Training

Unit 9

Using TPUs for Inference

Unit 10

Future of TPUs

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