MACHINE LEARNING IN PRODUCTION

Name: MACHINE LEARNING IN PRODUCTION
Brand: MIT
SKU: 9780262049726
Price: 489.93 RON
Availability: InStock

Autor: KASTNER CHRISTIAN

Limbă:

Legare: Copertă tare

Editura: MIT

Disponibilitate: În depozitul extern în cantități mici

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489.93 lei

A practical and innovative textbook detailing how to build real-world software products with machine...

Informații despre carte

Autor

KASTNER CHRISTIAN

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2025

Pagini

624

EAN

9780262049726

Enbook ID

46498701

Editura

MIT

Greutate

996

Descriere completă

A practical and innovative textbook detailing how to build real-world software products with machine learning components, not just models.

Traditional machine learning texts focus on how to train and evaluate the machine learning model, while MLOps books focus on how to streamline model development and deployment. But neither focus on how to build actual products that deliver value to users. This practical textbook, by contrast, details how to responsibly build products with machine learning components, covering the entire development lifecycle from requirements and design to quality assurance and operations. Machine Learning in Production brings an engineering mindset to the challenge of building systems that are usable, reliable, scalable, and safe within the context of real-world conditions of uncertainty, incomplete information, and resource constraints. Based on the authors popular class at Carnegie Mellon, this pioneering book integrates foundational knowledge in software engineering and machine learning to provide the holistic view needed to create not only prototype models but production-ready systems.

Integrates coverage of cutting-edge research, existing tools, and real-world applications
Provides students and professionals with an engineering view for production-ready machine learning systems
Proven in the classroom
Offers supplemental resources including slides, videos, exams, and further readings

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