{"product_id":"python-debugging-for-ai-machine-learning-and-cloud-computing-a-pattern-oriented-approach-9781484297445","title":"Python Debugging for Ai, Machine Learning, and Cloud Computing: A Pattern-Oriented Approach","description":"\u003cp\u003e • Author(s): Dmitry Vostokov\u003cbr\u003e • Publisher: Springer Verlag\u003cbr\u003e • Publisher Imprint: Apress\u003cbr\u003e • Subject: Computer Science and Information Technology\u003cbr\u003e • BISAC: Languages - Python\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eThis book is for those who wish to understand how Python debugging is and can be used to develop robust and reliable AI, machine learning, and cloud computing software. It will teach you a novel pattern-oriented approach to diagnose and debug abnormal software structure and behavior.\u003c\/p\u003e \u003cp\u003eThe book begins with an introduction to the pattern-oriented software diagnostics and debugging process that, before performing Python debugging, diagnoses problems in various software artifacts such as memory dumps, traces, and logs. Next, you'll learn to use various debugging patterns through Python case studies that model abnormal software behavior. You'll also be exposed to Python debugging techniques specific to cloud native and machine learning environments and explore how recent advances in AI\/ML can help in Python debugging. Over the course of the book, case studies will show you how to resolve issues around environmental problems, crashes, hangs, resource spikes, leaks, and performancedegradation. This includes tracing, logging, and analyzing memory dumps using native WinDbg and GDB debuggers. \u003c\/p\u003e \u003cp\u003eUpon completing this book, you will have the knowledge and tools needed to employ Python debugging in the development of AI, machine learning, and cloud computing applications.\u003c\/p\u003e \u003cp\u003e\u003cb\u003eWhat You Will Learn\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eEmploy a pattern-oriented approach to Python debugging that starts with diagnostics of common software problems\u003c\/li\u003e\n\u003cli\u003eUse tips and tricks to get the most out of popular IDEs, notebooks, and command-line Python debugging\u003c\/li\u003e\n\u003cli\u003eUnderstand Python internals for interfacing with operating systems and external modules\u003c\/li\u003e\n\u003cli\u003ePerform Python memory dump analysis, tracing, and logging\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003eWho This Book Is For\u003c\/b\u003e\u003c\/p\u003e Software developers, AI\/ML engineers, researchers, data engineers, as well as MLOps and DevOps professionals.","brand":"Apress","offers":[{"title":"Paperback","offer_id":45034270294167,"sku":"9781484297445","price":3481.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781484297445.webp?v=1769210410","url":"https:\/\/atlanticbooks.com\/products\/python-debugging-for-ai-machine-learning-and-cloud-computing-a-pattern-oriented-approach-9781484297445","provider":"Atlantic Books","version":"1.0","type":"link"}