Machine Learning

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Scale Self-Driving with Alexandr Wang

The easiest way to train a computer to recognize a picture of cat is to show the computer a million labeled images of cats. The easiest way to train a computer to recognize a stop sign

Machine Learning Deployments with Kinnary Jangla

Pinterest is a visual feed of ideas, products, clothing, and recipes. Millions of users browse Pinterest to find images and text that are tailored to their interests. Like most

Deep Learning Hardware with Xin Wang

Training a deep learning model involves operations over tensors. A tensor is a multi-dimensional array of numbers. For several years, GPUs were used for these linear algebra

Edge Deep Learning with Aran Khanna

A modern farm has hundreds of sensors to monitor the soil health, and robotic machinery to reap the vegetables. A modern shipping yard has hundreds of computers working together to

Machine Learning and Technical Debt with D. Sculley Holiday Repeat

Originally published November 17, 2015 “Changing anything changes everything.” Technical debt, referring to the compounding cost of changes to software architecture, can be