September 2024
Intermediate to advanced
408 pages
13h 30m
Spanish
book
Patrones de diseño de aprendizaje automático
by Valliappa Lakshmanan, Sara Robinson, Michael Munn
Content preview from Patrones de diseño de aprendizaje automático
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Capítulo 1. La necesidad de patrones de diseño de aprendizaje automático
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En las disciplinas de ingeniería, los patrones de diseño recogen las buenas prácticas y las soluciones a los problemas más comunes. Codifican el conocimiento y la experiencia de los expertos en consejos que todos los profesionales pueden seguir. Este libro es un catálogo de patrones de diseño de aprendizaje automático que hemos observado al trabajar con cientos de equipos de aprendizaje automático.
¿Qué son los patrones de diseño?
La idea de los patrones, y de un catálogo de patrones probados, fue introducida en el campo de la arquitectura por Christopher Alexander y cinco coautores en un libro enormemente influyente titulado A Pattern Language (Oxford University Press, 1977). En su libro, catalogan 253 patrones, presentándolos de esta manera:
Cada patrón describe un problema que se produce una y otra vez en nuestro entorno, y luego describe el núcleo de la solución a ese problema, de tal forma que puedas utilizar esta solución un millón de veces, sin hacerlo nunca dos veces de la misma manera.
...
Cada solución está planteada de tal modo que proporciona el campo esencial de relaciones necesario para resolver el problema, pero de un modo muy general y abstracto, para que puedas resolverlo tú mismo, a tu manera, adaptándolo a tus preferencias y a las condiciones locales del lugar donde lo ...
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