{"repo":"khuyentran1401/production-ready-data-science-code","free":true,"listed":false,"github":"https://github.com/khuyentran1401/production-ready-data-science-code","clone":"git clone https://github.com/khuyentran1401/production-ready-data-science-code.git","description":"Transform messy data science notebooks into production-ready code. Examples covering testing, CI/CD, MLOps, and scalable deployment practices.","language":"Python","stars":101,"topics":["book-examples","ci-cd","code-quality","data-engineering","data-science","machine-learning","mlops","production","python","testing"],"license":null,"category":"dev-tools","readme_excerpt":"Production-Ready Data Science Code Examples Code examples from the Production-Ready Data Science book by Khuyen Tran. Enhance your data science workflow with scalable, production-ready practices through hands-on examples. 🔗 Get the Book What You'll Gain Transform your data science workflow with these production-ready skills: - 📁 Organization : Transform messy notebooks into organized, maintainable code - 🔄 Reproducibility : Create reproducible environments across teams and deployments - 🧪 Quality : Write modular, reusable, and testable Python code - 🔍 Testing : Implement automated testing to catch bugs early - 📊 Version Control : Leverage version control for code and data integrity - 🚀 Production : Deploy bulletproof systems that scale Examples by Chapter Chapter 1-3: Foundation 1. Version Control - Git workflows 2. Dependency Management - Environment setup 3. Modules & Packages - Project organization Chapter 4-6: Code Quality 4. Variables - Clean code practices 5. Functions - Function design 6. Classes - Object-oriented programming Chapter 7-9: Testing & Operations 7. Unit Testing - Automated testing 8. Configuration Management - Settings management 9. Logging - Monitoring and debugging Chapter 10-11: Data 10. Data Validation - Input validation 11. Data Version Control - Dataset tracking Chapter 12-14: Production 12. Continuous Integration - Automated deployment 13. Package Your Project - Package distribution 14. Notebooks in Production - Production notebooks Getting ","default_branch":null,"files":null,"tree":[],"storefront":"/r/khuyentran1401","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/khuyentran1401/production-ready-data-science-code/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}