Production Ready Data Science - (EPUB Version)

Production Ready Data Science - (EPUB Version)

From Prototyping to Production with Python

ParKhuyen Tran

Cet ebook peut ne pas être conforme aux normes d'accessibilité et ne pas être totalement compatible avec les technologies d'assistance.
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.

Détails

Date de publication
Aug 13, 2025
Langue
English
Catégorie
Informatique & internet
Copyright
Tous droits réservés - Licence de copyright standard
Contributeurs
Par (auteur): Khuyen Tran

Caractéristiques

Format
EPUB

Notes & Avis