Software Engineering for Data Scientists: From Notebooks to Scalable Systems
Software Engineering for Data Scientists: From Notebooks to Scalable Systems
The ability to write reproducible, robust, scaleable code is key to a data science project's success--and is absolutely essential for those working with production code.
Software Engineering for Data Scientists: From Notebooks to Scalable Systems
Nº de artículo: 84617354

Software Engineering for Data Scientists: From Notebooks to Scalable Systems

Nº de artículo: 84617354

UYU 2726

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The ability to write reproducible, robust, scaleable code is key to a data science project's success--and is absolutely essential for those working with production code.
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What Stands Out

Comprehensive Approach
Covers essential software engineering principles specifically tailored for data scientists, bridging the gap between theoretical knowledge and practical application.
Scalable Solutions
Equips readers with tools to build scalable data systems, enabling efficient handling of large datasets and complex algorithms in real-world scenarios.
Hands-On Learning
Includes practical examples and exercises that guide readers through the entire process, enhancing their understanding and skills in software development for data science.

Detalles de producto

Shop Software Engineering for Data Scientists: From Notebooks to Scalable Systems online at a best price in Uruguay. 1098136209
  • Data science happens in code. The ability to write reproducible, robust, scaleable code is key to a data science project's success—and is absolutely essential for those working with production code. This practical book bridges the gap between data science and software engineering, and clearly explains how to apply the best practices from software engineering to data science. Examples are provided in Python, drawn from popular packages such as NumPy and pandas. If you want to write better data science code, this guide covers the essential topics that are often missing from introductory data science or coding classes, including how to: Understand data structures and object-oriented programming Clearly and skillfully document your code Package and share your code Integrate data science code with a larger code base Learn how to write APIs Create secure code Apply best practices to common tasks such as testing, error handling, and logging Work more effectively with software engineers Write more efficient, maintainable, and robust code in Python Put your data science projects into production And more
Publisher O'Reilly Media
Publication date May 21, 2024
Edition 1st
Language English
Print length 257 pages
ISBN-10 1098136209
ISBN-13 978-1098136208
Item Weight 2.31 pounds (1.05 kg)
Dimensions 7 x 0.5 x 9.5 inches (17.8 x 1.3 x 24.1 cm)

Who Should Buy?

Suitable For
  • Data Science Professionals

    Ideal for data scientists looking to enhance their software engineering skills for developing scalable applications.

  • Software Engineers

    Beneficial for software engineers wanting to understand data science concepts while integrating data-driven solutions.

  • Students in Tech

    Great for students in data science or software engineering courses wanting to bridge both domains effectively.

Not Suitable For
  • Complete Beginners

    Not ideal for those with no prior experience in data science or software engineering concepts.

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  • Pregunta: ¿Cómo comprar Software Engineering for Data Scientists: From en línea desde Ubuy?

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  • Pregunta: ¿Está Software Engineering for Data Scientists: From disponible para comprar en línea en Uruguay?

    Respuesta: Sí, en Ubuy Uruguay, este producto está disponible para que lo compre a un precio razonable.. El Software Engineering for Data Scientists: From no está disponible localmente, pero puede confiar en nosotros con nuestros servicios de envío exprés.
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Testing Editorial Review

**** "Software Engineering for Data Scientists: From Notebooks to Scalable Systems" has been met with both enthusiasm and thoughtful critique from readers who span a variety of backgrounds in the data science field. Many reviewers have highlighted the book's practical approach to integrating software engineering concepts into the data science workflow. A notable endorsement came from a reader with a strong engineering background, who found the book transformative in enhancing their coding skills and understanding of software principles crucial for their role as an AI Consultant. The book is praised for its clarity and ability to bridge the gap between theory and practical application. Readers appreciate its focus on essential tools and methods for creating production-ready code, indicating that it serves as a solid foundation for aspiring data scientists who need to strengthen their software engineering capabilities. The straightforward explanations of key software engineering concepts are particularly noted for making the book accessible, especially for beginners in data science. However, some experienced data scientists feel that the book is more suited for novices. They express that those with a solid programming background might find the content lacking in advanced depth. One reviewer pointed out that while it is excellent for newcomers, it may not offer substantial learning opportunities for seasoned professionals already familiar with best coding practices. The publication quality, with inConsistent coloring, received some criticism, although the content itself was widely Considered valuable and well-structured. Overall, "Software Engineering for Data Scientists" emerges as a strong resource for those setting foot into the data science realm, offering foundational insights into the essential skills required in the field. **

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ventajas

  • Practical guidance on software engineering concepts for data scientists.
  • Clear and accessible explanations make it suitable for beginners.
  • Insightful on tools and methods for building production-ready code.
  • Well-structured examples tailored to data science applications.

Contras

  • May lack depth for seasoned data scientists with strong coding backgrounds.

Product Price History

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