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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Informatik & EDV Programmiersprachen Python Debugging for AI, Machine Learning, and Cloud Computing
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Python Debugging for AI, Machine Learning, and Cloud Computing
Dmitry Vostokov (Broschiert, Englisch)
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Beschreibung
This 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.
The 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.
Upon 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.
What You Will Learn
Employ a pattern-oriented approach to Python debugging that starts with diagnostics of common software problems
Use tips and tricks to get the most out of popular IDEs, notebooks, and command-line Python debugging
Understand Python internals for interfacing with operating systems and external modules
Perform Python memory dump analysis, tracing, and logging
Who This Book Is For
Software developers, AI/ML engineers, researchers, data engineers, as well as MLOps and DevOps professionals. Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
16.12.2023
Sprache
Englisch
EAN
9781484297445
Herausgeber
APRESS
Sonderedition
Nein
Autor
Dmitry Vostokov
Seitenanzahl
233
Auflage
1
Einbandart
Broschiert
Buch Untertitel
A Pattern-Oriented Approach
Schlagwörter
Python diagnostics, Python troubleshooting, Python debugging, Python internals, Python performance analysis, Python, Python crash dump analysis.
Thema-Inhalt
UMX - Programmier- und Skriptsprachen, allgemein
UYQ - Künstliche Intelligenz
UYQM - Maschinelles Lernen
UTC - Cloud Computing
Höhe
254 mm
Breite
17.8 cm
Hersteller: Apress, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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