Sign-In
Cart
Inside Deep Learning: Math, Algorithms, Models
Paperback
Currently unavailable to order
Please enter your email and a message will be sent to you when this product becomes available on our website.
ISBN10: 1617298638
ISBN13: 9781617298639
Publisher: Manning Publications
Published: May 31 2022
Pages: 600
Weight: 2.70
Height: 1.65 Width: 7.32 Depth: 9.21
Language: English
ISBN13: 9781617298639
Publisher: Manning Publications
Published: May 31 2022
Pages: 600
Weight: 2.70
Height: 1.65 Width: 7.32 Depth: 9.21
Language: English
Journey through the theory and practice of modern deep learning, and apply innovative techniques to solve everyday data problems. In Inside Deep Learning, you will learn how to: Implement deep learning with PyTorch
Select the right deep learning components
Train and evaluate a deep learning model
Select the right deep learning components
Train and evaluate a deep learning model
Fine tune deep learning models to maximize performance
Understand deep learning terminology
Adapt existing PyTorch code to solve new problems Inside Deep Learning is an accessible guide to implementing deep learning with the PyTorch framework. It demystifies complex deep learning concepts and teaches you to understand the vocabulary of deep learning so you can keep pace in a rapidly evolving field. No detail is skipped--you'll dive into math, theory, and practical applications. Everything is clearly explained in plain English. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the technology
Deep learning doesn't have to be a black box! Knowing how your models and algorithms actually work gives you greater control over your results. And you don't have to be a mathematics expert or a senior data scientist to grasp what's going on inside a deep learning system. This book gives you the practical insight you need to understand and explain your work with confidence. About the book
Inside Deep Learning illuminates the inner workings of deep learning algorithms in a way that even machine learning novices can understand. You'll explore deep learning concepts and tools through plain language explanations, annotated code, and dozens of instantly useful PyTorch examples. Each type of neural network is clearly presented without complex math, and every solution in this book can run using readily available GPU hardware! What's inside Select the right deep learning components
Train and evaluate a deep learning model
Fine tune deep learning models to maximize performance
Understand deep learning terminology About the reader
For Python programmers with basic machine learning skills. About the author
Edward Raff is a Chief Scientist at Booz Allen Hamilton, and the author of the JSAT machine learning library. Table of Contents
PART 1 FOUNDATIONAL METHODS
1 The mechanics of learning
2 Fully connected networks
3 Convolutional neural networks
4 Recurrent neural networks
5 Modern training techniques
6 Common design building blocks
PART 2 BUILDING ADVANCED NETWORKS
7 Autoencoding and self-supervision
8 Object detection
9 Generative adversarial networks
10 Attention mechanisms
11 Sequence-to-sequence
12 Network design alternatives to RNNs
13 Transfer learning
14 Advanced building blocks
Understand deep learning terminology
Adapt existing PyTorch code to solve new problems Inside Deep Learning is an accessible guide to implementing deep learning with the PyTorch framework. It demystifies complex deep learning concepts and teaches you to understand the vocabulary of deep learning so you can keep pace in a rapidly evolving field. No detail is skipped--you'll dive into math, theory, and practical applications. Everything is clearly explained in plain English. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the technology
Deep learning doesn't have to be a black box! Knowing how your models and algorithms actually work gives you greater control over your results. And you don't have to be a mathematics expert or a senior data scientist to grasp what's going on inside a deep learning system. This book gives you the practical insight you need to understand and explain your work with confidence. About the book
Inside Deep Learning illuminates the inner workings of deep learning algorithms in a way that even machine learning novices can understand. You'll explore deep learning concepts and tools through plain language explanations, annotated code, and dozens of instantly useful PyTorch examples. Each type of neural network is clearly presented without complex math, and every solution in this book can run using readily available GPU hardware! What's inside Select the right deep learning components
Train and evaluate a deep learning model
Fine tune deep learning models to maximize performance
Understand deep learning terminology About the reader
For Python programmers with basic machine learning skills. About the author
Edward Raff is a Chief Scientist at Booz Allen Hamilton, and the author of the JSAT machine learning library. Table of Contents
PART 1 FOUNDATIONAL METHODS
1 The mechanics of learning
2 Fully connected networks
3 Convolutional neural networks
4 Recurrent neural networks
5 Modern training techniques
6 Common design building blocks
PART 2 BUILDING ADVANCED NETWORKS
7 Autoencoding and self-supervision
8 Object detection
9 Generative adversarial networks
10 Attention mechanisms
11 Sequence-to-sequence
12 Network design alternatives to RNNs
13 Transfer learning
14 Advanced building blocks
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
Anthony, Scott D.
Webb, Amy
Review, Harvard Business
Paperback
$21.80
If Anyone Builds It, Everyone Dies: Why Superhuman AI Would Kill Us All
Yudkowsky, Eliezer
Soares, Nate
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)
Review, Harvard Business
Davenport, Thomas H.
Iansiti, Marco
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
Review, Harvard Business
Mollick, Ethan
Cremer, David De
Paperback
$21.80
The Technological Republic: Hard Power, Soft Belief, and the Future of the West
Zamiska, Nicholas W.
Karp, Alexander C.
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
Narayanan, Arvind
Kapoor, Sayash
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
Grootendorst, Maarten
Alammar, Jay
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
Kapoor, Sayash
Narayanan, Arvind
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
Kusleika, Dick
Ringstrom, David H.
Alexander, Michael
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
Webb, Amy
Farri, Elisa
Review, Harvard Business
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
Kim, Gene
Humble, Jez
Debois, Patrick
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
Brown, Steve
Hill, Paul
Paperback
$25.00
Me, My Customer, and AI: The New Rules of Entrepreneurship
Thorne, Nicholas
Werdelin, Henrik
Hardcover
$24.70
R for Data Science: Import, Tidy, Transform, Visualize, and Model Data
Wickham, Hadley
Grolemund, Garrett
Cetinkaya-Rundel, Mine
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
Taylor, Mike
Phoenix, James
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
Caulfield, Mike
Wineburg, Sam
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
Gibson, Darril
Chapple, Mike
Stewart, James Michael
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
Richards, Mark
Sadalage, Pramod
Ford, Neal
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
Schneier, Bruce
Sanders, Nathan E.
Hardcover
$26.96
Prompt Engineering for Llms: The Art and Science of Building Large Language Model-Based Applications
Berryman, John
Ziegler, Albert
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
Goldfarb, Avi
Agrawal, Ajay
Gans, Joshua
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
Christian, Brian
Griffiths, Tom
Paperback
From $10.99