{"product_id":"software-engineering-for-data-scientists-from-notebooks-to-scalable-systems-paperback","title":"Software Engineering for Data Scientists: From Notebooks to Scalable Systems - Paperback","description":"\u003cdiv\u003e\u003cp style=\"text-align: right;\"\u003e\u003ca href=\"https:\/\/reportcopyrightinfringement.com\/\" target=\"_blank\" rel=\"nofollow\"\u003e\u003cb\u003eReport copyright infringement\u003c\/b\u003e\u003c\/a\u003e\u003c\/p\u003e\u003c\/div\u003e\u003cp\u003eby \u003cb\u003eCatherine Nelson\u003c\/b\u003e (Author)\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eData 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. \u003c\/p\u003e\u003cp\u003e 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: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eUnderstand data structures and object-oriented programming \u003c\/li\u003e\n\u003cli\u003eClearly and skillfully document your code \u003c\/li\u003e\n\u003cli\u003ePackage and share your code \u003c\/li\u003e\n\u003cli\u003eIntegrate data science code with a larger code base \u003c\/li\u003e\n\u003cli\u003eLearn how to write APIs \u003c\/li\u003e\n\u003cli\u003eCreate secure code \u003c\/li\u003e\n\u003cli\u003eApply best practices to common tasks such as testing, error handling, and logging \u003c\/li\u003e\n\u003cli\u003eWork more effectively with software engineers \u003c\/li\u003e\n\u003cli\u003eWrite more efficient, maintainable, and robust code in Python \u003c\/li\u003e\n\u003cli\u003ePut your data science projects into production \u003c\/li\u003e\n\u003cli\u003eAnd more \u003c\/li\u003e\n\u003c\/ul\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003eNumber of Pages:\u003c\/strong\u003e 257\u003c\/div\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003eDimensions:\u003c\/strong\u003e 0.55 x 9.19 x 7 IN\u003c\/div\u003e\n            \u003cdiv\u003e\n\u003cstrong\u003ePublication Date:\u003c\/strong\u003e May 21, 2024\u003c\/div\u003e\n            ","brand":"BooksCloud","offers":[{"title":"Default Title","offer_id":47213383942393,"sku":"9781098136208","price":69.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0789\/2782\/3097\/files\/dbNgbuTYgb9781098136208.webp?v=1768104707","url":"https:\/\/bookscloud.io\/products\/software-engineering-for-data-scientists-from-notebooks-to-scalable-systems-paperback","provider":"BooksCloud Book Dropshipping","version":"1.0","type":"link"}