Production Ready Data Science (Paperback)

Production Ready Data Science (Paperback)

From Prototyping to Production with Python

ByKhuyen Tran

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Are you a data scientist or analyst struggling to take your Jupyter Notebook prototypes to the next level? Have you encountered challenges with code organization, reproducibility, or collaboration as your data science projects grow in complexity? This book is the solution you’ve been seeking. This comprehensive guide bridges the gap between data analysis and software engineering, providing you with the essential tools and best practices to transform your data science projects into scalable, maintainable, and collaborative solutions. Through practical examples and clear explanations, you’ll master techniques for: ▪️ Transform messy notebooks into organized, maintainable code ▪️ Create reproducible environments across teams and deployments ▪️ Write modular, reusable, and testable Python code ▪️ Implement robust data validation and error handling ▪️ Leverage version control for code and data integrity ▪️ Implement automated testing to catch bugs early ▪️ And much more! Whether you’re a data scientist seeking to elevate your projects, a machine learning engineer building production-grade models, or a developer venturing into data-driven applications, this book is your comprehensive guide to engineering high-quality, reliable data science solutions.

Details

Publication Date
Jul 15, 2025
Language
English
Category
Computers & Technology
Copyright
All Rights Reserved - Standard Copyright License
Contributors
By (author): Khuyen Tran

Specifications

Pages
228
Binding Type
Paperback Perfect Bound
Interior Color
Color
Dimensions
Executive (7 x 10 in / 178 x 254 mm)

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