September 2024
Intermediate to advanced
448 pages
13h 5m
Spanish
Content preview from Aprendizaje profundo a escala
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Capítulo 3. El lado computacional del aprendizaje profundo
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Este capítulo explora cómo se realizan los cálculos en el hardware y cómo se consigue la aceleración mediante los avances del hardware. Como ya se dijo en el Capítulo 1, el poder de tener una comprensión clara de lo que ocurre en toda la pila de tu aplicación, abarcando el algoritmo, el software, el hardware y los datos, es profundo. Las limitaciones y las compensaciones pueden surgir en cualquier parte de tu pila, y esa comprensión te permite tomar decisiones cuidadosas y óptimas y encontrar el equilibrio adecuado mientras trabajas dentro de tus limitaciones, especialmente al escalar.
En el Capítulo 2, aprendiste los conceptos fundamentales del aprendizaje profundo y trabajaste con las implementaciones de software de un par de problemas básicos. En este capítulo, te sumergirás en los detalles de cómo ese software interactúa con el hardware. Cubriremos los fundamentos de las unidades de computación y el hardware especializado para la computación acelerada, examinando su funcionamiento interno y las consideraciones sobre cómo sacar el máximo partido de estas centrales de silicio. Además de profundizar en los conceptos fundamentales de la arquitectura informática y el panorama de la computación acelerada, examinaremos las implicaciones del escalado en los dispositivos de hardware.
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.