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271407502
Diseño de sistemas de Machine Learning: Un proceso iterativo para aplicaciones listas para funcionar (O'reilly)
Item #:
271407502
MVR 972
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What Stands Out
Iterative Process
Focuses on an iterative approach, allowing for continuous improvement and adaptation to evolving user needs and data, ensuring robust machine learning applications that remain effective over time.
Real-World Applications
Designed specifically for practical applications, bridging the gap between theory and practice, making it easier for professionals to implement machine learning solutions in their organizations.
Comprehensive Guide
Offers detailed insights into each stage of the design process, empowering users with the knowledge to tackle complex challenges and enhance their machine learning systems effectively.
Product Details
- Los sistemas de aprendizaje automático, en inglés Machine Learning, implican el uso de métodos, algoritmos y procesos complejos que constan de muchos componentes diferentes; además, dependen de datos que varían considerablemente de un caso a otro. Con este libro aprenderá un método integral para diseñar sistemas de aprendizaje automático fiables, escalables, fáciles de mantener y adaptables a los entornos dinámicos y a los requisitos empresariales. La autora Chip Huyen, cofundadora de Claypot AI, considera cada decisión de diseño en su contexto para determinar la manera como este puede ayudar a su sistema. Analiza desde cómo procesar y crear datos de formación, hasta qué atributos utilizar, con qué frecuencia volver a formar los modelos y qué elementos supervisar. En el marco iterativo de este libro se utilizan estudios de casos reales respaldados por referencias amplias que le ayudarán a alcanzar sus objetivos. Así pues, gracias a esta lectura conocerá: ' La ingeniería de datos y la elección de las métricas adecuadas para resolver un problema empresarial. ' La automatización del proceso de desarrollo, evaluación, instalación y actualización de los modelos. ' El desarrollo de un sistema de supervisión para detectar y resolver rápidamente los problemas que pueda encontrarse con sus modelos en funcionamiento. ' La arquitectura de una plataforma de aprendizaje automático que sirva para todos los casos. ' El desarrollo de sistemas de aprendizaje automático responsables. Chip Huyen es cofundadora de Claypot AI, una plataforma de aprendizaje automático en tiempo real. A través de su trabajo en NVIDIA, Netflix y Snorkel AI, ha ayudado a algunas de las organizaciones más grandes del mundo a desarrollar e implementar sus sistemas de aprendizaje automático. Chip basó este libro en sus apuntes para CS 329S: Diseño de Sistemas de Aprendizaje Automático, un curso que imparte en la Universidad de Stanford. 'Este es, sencillamente, el mejor libro que se puede leer sobre cómo construir, implementar y extender los modelos de aprendizaje automático en una empresa para lograr un impacto máximo'. -Josh Wills Ingeniero de software en WeaveGrid y exdirector de ingeniería de datos, Slack 'En un ecosistema floreciente pero caótico, esta visión de principios sobre el aprendizaje automático de principio a fin es tanto su mapa como su brújula: una lectura obligada para los profesionales dentro y fuera de los gigantes tecnológicos'. -Jacopo Tagliabue Director de IA, Coveo
| Publisher | Marcombo |
| Publication date | 5 July 2023 |
| Edition | 1st |
| Language | Spanish |
| Print length | 378 pages |
| ISBN-10 | 8426736955 |
| ISBN-13 | 978-8426736956 |
| Item weight | 630 g |
| Dimensions | 10 x 10 x 10 cm |
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