Sign-In
Cart
Regularization in Deep Learning
Paperback
Please select the version of book you would like to purchase.
ISBN10: 1633439615
ISBN13: 9781633439610
Publisher: Manning Pubn
Published: Oct 2 2023
Pages: 275
Weight: 0.72
Height: 0.69 Width: 7.38 Depth: 9.25
Language: English
ISBN13: 9781633439610
Publisher: Manning Pubn
Published: Oct 2 2023
Pages: 275
Weight: 0.72
Height: 0.69 Width: 7.38 Depth: 9.25
Language: English
Make your deep learning models more generalized and adaptable! These practical regularization techniques improve training efficiency and help avoid overfitting errors. Regularization in Deep Learning includes:
- Insights into model generalizability A holistic overview of regularization techniques and strategies Classical and modern views of generalization, including bias and variance tradeoff When and where to use different regularization techniques The background knowledge you need to understand cutting-edge research
Regularization in Deep Learning delivers practical techniques to help you build more general and adaptable deep learning models. It goes beyond basic techniques like data augmentation and explores strategies for architecture, objective function, and optimization. You'll turn regularization theory into practice using PyTorch, following guided implementations that you can easily adapt and customize for your own model's needs. Along the way, you'll get just enough of the theory and mathematics behind regularization to understand the new research emerging in this important area. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the technology
Deep learning models that generate highly accurate results on their training data can struggle with messy real-world test datasets. Regularization strategies help overcome these errors with techniques that help your models handle noisy data and changing requirements. By learning to tweak training data and loss functions, and employ other regularization approaches, you can ensure a model delivers excellent generalized performance and avoid overfitting errors. About the book
Regularization in Deep Learning teaches you how to improve your model performance with a toolbox of regularization techniques. It covers both well-established regularization methods and groundbreaking modern approaches. Each technique is introduced using graphics, illustrations, and step-by-step coding walkthroughs that make complex math easy to follow. You'll learn how to augment your dataset with random noise, improve your model's architecture, and apply regularization in your optimization procedures. You'll soon be building focused deep learning models that avoid sprawling complexity and deliver more accurate results even with new or messy data sets. About the reader
For data scientists, machine learning engineers, and researchers with basic model development experience. About the author
Peng Liu is an experienced data scientist focusing on applied research and development of high-performance machine learning models in production. He holds a Ph.D. in statistics from the National University of Singapore, and teaches advanced analytics courses as an adjunct lecturer in universities. He specializes in the statistical aspects of deep learning.
Deep learning models that generate highly accurate results on their training data can struggle with messy real-world test datasets. Regularization strategies help overcome these errors with techniques that help your models handle noisy data and changing requirements. By learning to tweak training data and loss functions, and employ other regularization approaches, you can ensure a model delivers excellent generalized performance and avoid overfitting errors. About the book
Regularization in Deep Learning teaches you how to improve your model performance with a toolbox of regularization techniques. It covers both well-established regularization methods and groundbreaking modern approaches. Each technique is introduced using graphics, illustrations, and step-by-step coding walkthroughs that make complex math easy to follow. You'll learn how to augment your dataset with random noise, improve your model's architecture, and apply regularization in your optimization procedures. You'll soon be building focused deep learning models that avoid sprawling complexity and deliver more accurate results even with new or messy data sets. About the reader
For data scientists, machine learning engineers, and researchers with basic model development experience. About the author
Peng Liu is an experienced data scientist focusing on applied research and development of high-performance machine learning models in production. He holds a Ph.D. in statistics from the National University of Singapore, and teaches advanced analytics courses as an adjunct lecturer in universities. He specializes in the statistical aspects of deep learning.
Also in
General Computers
This Program Is Brought to You by . . .: Distributing Television News Online
Braun, Joshua A.
Paperback
$51.00
The Year in Tech, 2026: The Insights You Need from Harvard Business Review
Webb, Amy
Review, Harvard Business
Anthony, Scott D.
Paperback
$21.80
If Anyone Builds It, Everyone Dies: Why Superhuman AI Would Kill Us All
Soares, Nate
Yudkowsky, Eliezer
Hardcover
$27.00
The AI Con: How to Fight Big Tech's Hype and Create the Future We Want
Bender, Emily M.
Hanna, Alex
Hardcover
$30.40
Hbr's 10 Must Reads on AI (with Bonus Article How to Win with Machine Learning by Ajay Agrawal, Joshua Gans, and AVI Goldfarb)
Iansiti, Marco
Review, Harvard Business
Davenport, Thomas H.
Paperback
$23.70
Fans First: Change The Game, Break the Rules & Create an Unforgettable Experience
Cole, Jesse
Paperback
$18.99
Generative Ai: The Insights You Need from Harvard Business Review
Mollick, Ethan
Cremer, David De
Review, Harvard Business
Paperback
$21.80
The Technological Republic: Hard Power, Soft Belief, and the Future of the West
Karp, Alexander C.
Zamiska, Nicholas W.
Hardcover
From $17.99
Minecraft: Roll for Adventure: The Temple of the Charged Creeper
Forbeck, Matt
Forbeck, Marty
Hardcover
$19.00
The Experimentation Machine: Finding Product-Market Fit in the Age of AI
Bussgang, Jeffrey J.
Hardcover
$40.00
Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Maintainable Systems
Kleppmann, Martin
Paperback
From $29.99
AI Snake Oil: What Artificial Intelligence Can Do, What It Can't, and How to Tell the Difference
Kapoor, Sayash
Narayanan, Arvind
Hardcover
$23.70
Minecraft: Guide Collection 4-Book Boxed Set (Updated): Survival (Updated), Creative (Updated), Redstone (Updated), Combat
Mojang Ab
The Official Minecraft Team
Hardcover
$50.31
The Black Swan: Second Edition: The Impact of the Highly Improbable: With a New Section: On Robustness and Fragility
Taleb, Nassim Nicholas
Paperback
$19.00
Atlas of AI: Power, Politics, and the Planetary Costs of Artificial Intelligence
Crawford, Kate
Paperback
$19.00
Python Crash Course, 3rd Edition: A Hands-On, Project-Based Introduction to Programming
Matthes, Eric
Paperback
$44.99
The Fourth Intelligence Revolution: The Future of Espionage and the Battle to Save America
Vinci, Anthony
Hardcover
$29.44
The Thinking Machine: Jensen Huang, Nvidia, and the World's Most Coveted Microchip
Witt, Stephen
Hardcover
$27.00
You to the Power of Two: Redefining Human Potential in the Age of Identic AI
Bradley, Joseph
Tapscott, Don
Hardcover
$33.20
Digital Ethics in the Age of AI: Navigating the ethical frontier today and beyond
Mehan, Julie
Paperback
$47.99
AI for Educators: Learning Strategies, Teacher Efficiencies, and a Vision for an Artificial Intelligence Future
Miller, Matt
Paperback
$23.70
Artificial Intelligence All-In-One for Dummies
Massaron, Luca
Minnick, Chris
Mueller, John Paul
Paperback
$47.49
Hands-On Large Language Models: Language Understanding and Generation
Alammar, Jay
Grootendorst, Maarten
Paperback
$75.99
More Human: How the Power of AI Can Transform the Way You Lead
Hougaard, Rasmus
Carter, Jacqueline
Hardcover
$30.40
The Coming Wave: Technology, Power, and the Twenty-First Century's Greatest Dilemma
Suleyman, Mustafa
Hardcover
From $12.99
The Podcast Pantheon: 101 Podcasts That Changed How We Listen--From Wtf to Serial
Malin, Sean
Hardcover
$23.70
AI Made Simple. Results Made Real.: An Executive's Guide to Partnering with the Future
Perley, Kathleen
Paperback
$19.00
AI Snake Oil: What Artificial Intelligence Can Do, What It Can't, and How to Tell the Difference
Narayanan, Arvind
Kapoor, Sayash
Paperback
$16.10
Tubes: A Journey to the Center of the Internet with a New Introduction by the Author
Blum, Andrew
Paperback
$19.99
Artificial Intelligence: A Guide for Thinking Humans (with a New Preface)
Mitchell, Melanie
Paperback
$19.00
The Cybernetic Society: How Humans and Machines Will Shape the Future Together
Husain, Amir
Hardcover
$28.50
Beast in the Machine: How Robotics and AI Will Transform Warfare and the Future of Human Conflict
Dougherty, George M.
Hardcover
$28.45
Microsoft 365 Excel All-In-One for Dummies
Ringstrom, David H.
Alexander, Michael
Kusleika, Dick
Paperback
$42.74
Laptops for Seniors in Easy Steps, 9th Edition: Covers All Laptops with the Windows 11 2024 Update
Vandome, Nick
Paperback
$23.74
AP Computer Science Principles Premium, 2026: Prep Book with 6 Practice Tests + Comprehensive Review + Online Practice
Reichelson, Seth
Paperback
$28.49
What Is Intelligence?: Lessons from AI about Evolution, Computing, and Minds
Aguera Y. Arcas, Blaise
Paperback
$35.10
The Death of Expertise: The Campaign Against Established Knowledge and Why It Matters
Nichols, Tom
Paperback
$17.98
Minecraft: Exploded Builds: Medieval Fortress: An Official Mojang Book
Mojang Ab
The Official Minecraft Team
Paperback
$11.39
RHCSA Red Hat Enterprise Linux 9: Training and Exam Preparation Guide (EX200), Third Edition
Ghori, Asghar
Paperback
$57.60
The Emergent Mind: How Intelligence Arises in People and Machines
McClelland, Jay
Suri, Gaurav
Hardcover
$30.40
Embedded Systems with ARM Cortex-M Microcontrollers in Assembly Language and C: Fourth Edition
Zhu, Yifeng
Paperback
$86.88
AI Valley: Microsoft, Google, and the Trillion-Dollar Race to Cash in on Artificial Intelligence
Rivlin, Gary
Hardcover
$30.40
The Year in Tech, 2025: The Insights You Need from Harvard Business Review
Farri, Elisa
Review, Harvard Business
Webb, Amy
Paperback
$21.80
Fundamentals of Data Engineering: Plan and Build Robust Data Systems
Reis, Joe
Housley, Matt
Paperback
$75.99
The Devops Handbook, 2nd Edition: How to Create World-Class Agility, Reliability, & Security in Technology Organizations
Humble, Jez
Debois, Patrick
Kim, Gene
Paperback
$36.10
The Magic of Code: How Digital Language Created and Connects Our World--And Shapes Our Future
Arbesman, Samuel
Hardcover
$27.00
Mindmasters: The Data-Driven Science of Predicting and Changing Human Behavior
Matz, Sandra
Hardcover
$28.50
Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications
Huyen, Chip
Paperback
$62.69
Building Applications with AI Agents: Designing and Implementing Multiagent Systems
Albada, Michael
Paperback
$75.99
The AI Ultimatum: Preparing for a World of Intelligent Machines and Radical Transformation
Hill, Paul
Brown, Steve
Paperback
$25.00
Me, My Customer, and AI: The New Rules of Entrepreneurship
Werdelin, Henrik
Thorne, Nicholas
Hardcover
$24.70
R for Data Science: Import, Tidy, Transform, Visualize, and Model Data
Cetinkaya-Rundel, Mine
Wickham, Hadley
Grolemund, Garrett
Paperback
$75.99
Fundamentals of Software Architecture: A Modern Engineering Approach
Richards, Mark
Ford, Neal
Paperback
$75.99
Prompt Engineering for Generative AI: Future-Proof Inputs for Reliable AI Outputs
Phoenix, James
Taylor, Mike
Paperback
$75.99
Practical Charts: The Essential Guide to Creating Clear, Compelling Charts for Reports and Presentations
Desbarats, Nicholas P.
Paperback
$40.84
Graphic Artists Guild Handbook, 17th Edition: Pricing & Ethical Guidelines
The Graphic Artists Guild
Paperback
$49.46
Hands-On Machine Learning with Scikit-Learn and Pytorch: Concepts, Tools, and Techniques to Build Intelligent Systems
Géron, Aurélien
Paperback
$85.49
AI for the Authentic Leader: How to Communicate More Effectively Without Losing Your Humanity
Shapira, Allison
Hardcover
$23.74
Building AI-Powered Products: The Essential Guide to AI and Genai Product Management
Nika, Marily
Paperback
$42.74
AI for Life: 100+ Ways to Use Artificial Intelligence to Make Your Life Easier, More Productive...and More Fun!
Quillian, Celia
Paperback
$16.14
Verified: How to Think Straight, Get Duped Less, and Make Better Decisions about What to Believe Online
Wineburg, Sam
Caulfield, Mike
Paperback
$13.30
Mastering Video Content Creation: A Practical Guide to Social Media Growth with Expertly Shot and Edited Posts
Espejo, Justin
Paperback
$21.59
AI for Business: The Beginner's Fast Track to ChatGPT for Productivity, Profit, and Growth (2 books in 1)
Grant, Russel
Paperback
$25.64
The Chaos Machine: The Inside Story of How Social Media Rewired Our Minds and Our World
Fisher, Max
Paperback
$21.84
Isc2 Cissp Certified Information Systems Security Professional Official Study Guide & Practice Tests Bundle
Chapple, Mike
Stewart, James Michael
Gibson, Darril
Paperback
$114.00
The Mechanic and the Luddite: A Ruthless Criticism of Technology and Capitalism
Sadowski, Jathan
Paperback
$29.94
Software Architecture: The Hard Parts: Modern Trade-Off Analyses for Distributed Architectures
Sadalage, Pramod
Ford, Neal
Richards, Mark
Paperback
$75.99
Rewiring Your Mind for AI: How to Think, Work, and Thrive in the Age of Intelligence
Wood, David a.
Paperback
$28.45
AI with Intention: Principles and Action Steps for Teachers and School Leaders
Frontier, Tony
Paperback
$32.25
Rewiring Democracy: How AI Will Transform Our Politics, Government, and Citizenship
Sanders, Nathan E.
Schneier, Bruce
Hardcover
$26.96
Prompt Engineering for Llms: The Art and Science of Building Large Language Model-Based Applications
Ziegler, Albert
Berryman, John
Paperback
$75.99
Brave New Words: How AI Will Revolutionize Education (and Why That's a Good Thing)
Khan, Salman
Hardcover
$28.50
Prediction Machines, Updated and Expanded: The Simple Economics of Artificial Intelligence
Agrawal, Ajay
Gans, Joshua
Goldfarb, Avi
Hardcover
$30.40
Cloud Finops: Collaborative, Real-Time Cloud Value Decision Making
Storment, J. R.
Fuller, Mike
Paperback
$75.99
How To Think With AI: A Simple Guide to Boost Your Brain Power, Creativity, and Performance
McCauley, Alison
Hardcover
$23.74
Algorithms to Live by: The Computer Science of Human Decisions
Griffiths, Tom
Christian, Brian
Paperback
From $10.99