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Back-to-Basics Weekend Reading - Machine Learning

All Things Distributed

At Amazon machine learning has been key to many of our business processes, from recommendations to fraud detection, from inventory levels to book classification to abusive review detection. A Few Useful Things to Know about Machine Learning , Pedro Domingos, Communications of the ACM, 55 (10), 78-87, 2012. Murty, and P.J.

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A Brief Guide of xPU for AI Accelerators

ACM Sigarch

APU: Accelerated Processing Unit is the AMD’s Fusion architecture that integrates both CPU and GPU on the same die. BPU: Brain Processing Unit is the design of the AI chips by Horizon Robotics. They unveiled their first two embedded AI chips fabricated with TSMC 40nm process in December 2017: “Journey 1.0

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Rising Tide Rents and Robber Baron Rents

O'Reilly

By the end of 2012, it was up to 82%. These are not narrow technical disclosures of model capabilities, but the metrics the companies use to manage AI as a business, including what processes and metrics they use to reduce the risks that have been identified. The market was maturing.

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Structural Evolutions in Data

O'Reilly

” There’s as much Keras, TensorFlow, and Torch today as there was Hadoop back in 2010-2012. These approaches vary some parameters, run the process a few million times, and give us a nice curve that shows how often the answer is (or, “is not”) close to that $744k. Those algorithms packaged with scikit-learn?

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Real-Real-World Programming with ChatGPT

O'Reilly

To provide some coherence to the music, I decided to use Taylor Swift songs since her discography covers the time span of most papers that I typically read: Her main albums were released in 2006, 2008, 2010, 2012, 2014, 2017, 2019, 2020, and 2022. This choice also inspired me to call my project Swift Papers.