Sign-In
Cart
Advanced Python Programming - Second Edition: Accelerate your Python programs using proven techniques and design patterns
Paperback
ISBN13: 9781801814010
Publisher: Packt Pub
Published: Mar 25 2022
Pages: 606
Weight: 2.26
Height: 1.22 Width: 7.50 Depth: 9.25
Language: English
Write fast, robust, and highly reusable applications using Python's internal optimization, state-of-the-art performance-benchmarking tools, and cutting-edge libraries
Key Features:
- Benchmark, profile, and accelerate Python programs using optimization tools
- Scale applications to multiple processors with concurrent programming
- Make applications robust and reusable using effective design patterns
Book Description:
Python's powerful capabilities for implementing robust and efficient programs make it one of the most sought-after programming languages.
In this book, you'll explore the tools that allow you to improve performance and take your Python programs to the next level.
This book starts by examining the built-in as well as external libraries that streamline tasks in the development cycle, such as benchmarking, profiling, and optimizing. You'll then get to grips with using specialized tools such as dedicated libraries and compilers to increase your performance at number-crunching tasks, including training machine learning models.
The book covers concurrency, a major solution to making programs more efficient and scalable, and various concurrent programming techniques such as multithreading, multiprocessing, and asynchronous programming.
You'll also understand the common problems that cause undesirable behavior in concurrent programs.
Finally, you'll work with a wide range of design patterns, including creational, structural, and behavioral patterns that enable you to tackle complex design and architecture challenges, making your programs more robust and maintainable.
By the end of the book, you'll be exposed to a wide range of advanced functionalities in Python and be equipped with the practical knowledge needed to apply them to your use cases.
What You Will Learn:
- Write efficient numerical code with NumPy, pandas, and Xarray
- Use Cython and Numba to achieve native performance
- Find bottlenecks in your Python code using profilers
- Optimize your machine learning models with JAX
- Implement multithreaded, multiprocessing, and asynchronous programs
- Solve common problems in concurrent programming, such as deadlocks
- Tackle architecture challenges with design patterns
Who this book is for:
This book is for intermediate to experienced Python programmers who are looking to scale up their applications in a systematic and robust manner. Programmers from a range of backgrounds will find this book useful, including software engineers, scientific programmers, and software architects.
Also from
Nguyen, Quan
Hands-On Application Development with PyCharm - Second Edition: Build applications like a pro with the ultimate python development tool
, Bruce M. Van Horn, II
Nguyen, Quan
Paperback
The Morning Hero: How Heroes Start Their Mornings And Take Charge Of Their Lives
Nguyen, Quan
Paperback
Also in
General Computers
This Program Is Brought to You by . . .: Distributing Television News Online
Braun, Joshua A.
Paperback
The Year in Tech, 2025: The Insights You Need from Harvard Business Review
Webb, Amy
Farri, Elisa
Review, Harvard Business
Paperback
AI Snake Oil: What Artificial Intelligence Can Do, What It Can't, and How to Tell the Difference
Narayanan, Arvind
Kapoor, Sayash
Hardcover
The Technological Republic: Hard Power, Soft Belief, and the Future of the West
Karp, Alexander C.
Zamiska, Nicholas W.
Hardcover
Mindmasters: The Data-Driven Science of Predicting and Changing Human Behavior
Matz, Sandra
Hardcover
Hbr's 10 Must Reads on AI (with Bonus Article How to Win with Machine Learning by Ajay Agrawal, Joshua Gans, and AVI Goldfarb)
Review, Harvard Business
Davenport, Thomas H.
Iansiti, Marco
Paperback
The Coming Wave: Technology, Power, and the Twenty-First Century's Greatest Dilemma
Suleyman, Mustafa
Hardcover
AI for Educators: Learning Strategies, Teacher Efficiencies, and a Vision for an Artificial Intelligence Future
Miller, Matt
Paperback
Generative Ai: The Insights You Need from Harvard Business Review
Mollick, Ethan
Cremer, David De
Review, Harvard Business
Paperback
Brave New Words: How AI Will Revolutionize Education (and Why That's a Good Thing)
Khan, Salman
Hardcover
Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Maintainable Systems
Kleppmann, Martin
Paperback
Teaching with AI: A Practical Guide to a New Era of Human Learning
Bowen, José Antonio
Watson, C. Edward
Paperback
Python Crash Course, 3rd Edition: A Hands-On, Project-Based Introduction to Programming
Matthes, Eric
Paperback
Digital Dharma: How AI Can Elevate Spiritual Intelligence and Personal Well-Being
Chopra, Deepak
Hardcover
Banking on (Artificial) Intelligence: Navigating the Realities of AI in Financial Services
Lau, Theodora
Paperback
Atlas of AI: Power, Politics, and the Planetary Costs of Artificial Intelligence
Crawford, Kate
Paperback
Nexus: A Brief History of Information Networks from the Stone Age to AI (Large Print Edition)
Harari, Yuval Noah
Paperback
Minecraft: Guide Collection 4-Book Boxed Set (Updated): Survival (Updated), Creative (Updated), Redstone (Updated), Combat
Mojang Ab
The Official Minecraft Team
Hardcover
The Death of Expertise: The Campaign Against Established Knowledge and Why It Matters
Nichols, Tom
Paperback
RHCSA Red Hat Enterprise Linux 9: Training and Exam Preparation Guide (EX200), Third Edition
Ghori, Asghar
Paperback
Embedded Systems with ARM Cortex-M Microcontrollers in Assembly Language and C: Fourth Edition
Zhu, Yifeng
Paperback
The Black Swan: Second Edition: The Impact of the Highly Improbable: With a New Section: On Robustness and Fragility
Taleb, Nassim Nicholas
Paperback
Fans First: Change The Game, Break the Rules & Create an Unforgettable Experience
Cole, Jesse
Paperback
AI for Life: 100+ Ways to Use Artificial Intelligence to Make Your Life Easier, More Productive...and More Fun!
Quillian, Celia
Paperback
Minecraft: Exploded Builds: Medieval Fortress: An Official Mojang Book
Mojang Ab
The Official Minecraft Team
Paperback
Hands-On Large Language Models: Language Understanding and Generation
Alammar, Jay
Grootendorst, Maarten
Paperback
R for Data Science: Import, Tidy, Transform, Visualize, and Model Data
Grolemund, Garrett
Cetinkaya-Rundel, Mine
Wickham, Hadley
Paperback
Computer Science: An Illustrated History of the World's Smartest Machines (100 Ponderables)
Jackson, Tom
Hardcover
The Chaos Machine: The Inside Story of How Social Media Rewired Our Minds and Our World
Fisher, Max
Paperback
AI Valley: Microsoft, Google, and the Trillion-Dollar Race to Cash in on Artificial Intelligence
Rivlin, Gary
Hardcover
Recoding America: Why Government Is Failing in the Digital Age and How We Can Do Better
Pahlka, Jennifer
Hardcover
Practical Charts: The Essential Guide to Creating Clear, Compelling Charts for Reports and Presentations
Desbarats, Nicholas P.
Paperback
The AI Con: How to Fight Big Tech's Hype and Create the Future We Want
Hanna, Alex
Bender, Emily M.
Hardcover
Exploring Windows 11 - 2024 Edition: The Illustrated, Practical Guide to Using Microsoft Windows
Wilson, Kevin
Paperback
The Mechanic and the Luddite: A Ruthless Criticism of Technology and Capitalism
Sadowski, Jathan
Paperback
Algorithms to Live by: The Computer Science of Human Decisions
Griffiths, Tom
Christian, Brian
Paperback
Fundamentals of Data Engineering: Plan and Build Robust Data Systems
Housley, Matt
Reis, Joe
Paperback
How to Teach AI: Weaving Strategies and Activities Into Any Content Area
Poth, Rachelle Dené
Paperback
Prompt Engineering for Generative AI: Future-Proof Inputs for Reliable AI Outputs
Phoenix, James
Taylor, Mike
Paperback
Crypto Confidential: Winning and Losing Millions in the New Frontier of Finance
Eliason, Nathaniel
Hardcover
Human + Machine, Updated and Expanded: Reimagining Work in the Age of AI
Daugherty, Paul R.
Wilson, H. James
Hardcover
Verified: How to Think Straight, Get Duped Less, and Make Better Decisions about What to Believe Online
Caulfield, Mike
Wineburg, Sam
Paperback
The Year in Tech, 2024: The Insights You Need from Harvard Business Review
Review, Harvard Business
Cremer, David De
Florida, Richard
Paperback
The Thinking Machine: Jensen Huang, Nvidia, and the World's Most Coveted Microchip
Witt, Stephen
Hardcover
Arduino: 101 Beginners Guide: How to get started with Your Arduino (Tips, Tricks, Projects and More!)
Savasgard, Erik
Paperback
Laptops for Seniors in Easy Steps, 9th Edition: Updated to Cover All Laptops with the Windows 11 2024 Update
Vandome, Nick
Paperback
PLC Controls with Structured Text (ST), V3: IEC 61131-3 and best practice ST programming
Antonsen, Tom Mejer
Paperback
Future Ready: The Four Pathways to Capturing Digital Value
Sebastian, Ina M.
Woerner, Stephanie L.
Weill, Peter
Hardcover
Isc2 Cissp Certified Information Systems Security Professional Official Study Guide & Practice Tests Bundle
Chapple, Mike
Stewart, James Michael
Gibson, Darril
Paperback
AP Computer Science a Premium, 12th Edition: Prep Book with 6 Practice Tests + Comprehensive Review + Online Practice
Barron's Educational Series
Teukolsky, Roselyn
Paperback
You Look Like a Thing and I Love You: How Artificial Intelligence Works and Why It's Making the World a Weirder Place
Shane, Janelle
Paperback
Your Stone Age Brain in the Screen Age: Coping with Digital Distraction and Sensory Overload
Cytowic, Richard E.
Hardcover
The Algorithm: How AI Decides Who Gets Hired, Monitored, Promoted, and Fired and Why We Need to Fight Back Now
Schellmann, Hilke
Hardcover
ITIL(R) 4 Essentials: Your essential guide for the ITIL 4 Foundation exam and beyond
Agutter, Claire
Paperback
Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications
Huyen, Chip
Paperback
Automate the Boring Stuff with Python, 2nd Edition: Practical Programming for Total Beginners
Sweigart, Al
Paperback
NPR's Podcast Start Up Guide: Create, Launch, and Grow a Podcast on Any Budget
Weldon, Glen
Paperback
Hbr's 10 Must Reads on Ai, Analytics, and the New Machine Age (with Bonus Article Why Every Company Needs an Augmented Reality Strategy by Michael E.
Davenport, Thomas H.
Review, Harvard Business
Porter, Michael E.
Paperback
Ocp Oracle Certified Professional Java Se 21 Developer Study Guide
Boyarsky, Jeanne
Selikoff, Scott
Paperback
80 Ways to Use ChatGPT in the Classroom: Using AI to Enhance Teaching and Learning
Skrabut, Stan
Paperback
Better Data Visualizations: A Guide for Scholars, Researchers, and Wonks
Schwabish, Jonathan
Paperback
Exploring Apple Mac - Sequoia Edition: The Illustrated, Practical Guide to Using MacOS
Wilson, Kevin
Paperback
This Is Service Design Doing: Applying Service Design Thinking in the Real World
Lawrence, Adam
Hormess, Markus Edgar
Stickdorn, Marc
Paperback
The Digital Mindset: What It Really Takes to Thrive in the Age of Data, Algorithms, and AI
Neeley, Tsedal
Leonardi, Paul
Hardcover