Sign-In
Cart
Modeling Mindsets: The Many Cultures Of Learning From Data
Paperback
Publisher: Independently Published
Published: Nov 15 2022
Pages: 114
Weight: 0.26
Height: 0.24 Width: 5.00 Depth: 8.00
Language: English
In less than 100 pages, Modeling Mindsets elucidates the worldviews behind various statistical modeling and machine learning mindsets.
Modeling Mindsets offers a compact but informative overview over the different approaches, assumptions and goals when working with data. I strongly recommend gifting this book to your present and future colleagues to get the most out of your collaboration. - Sebastian Raschka, Machine learning & AI researcherMost books on modeling dive straight into the math and methodologies, leaving readers struggling to grasp the underlying assumptions and limitations. Written in a clear and concise style, Modeling Mindsets introduces approaches such as Bayesian inference, supervised learning, causal inference, and more.
With this book, you'll gain a deeper understanding of different modeling techniques, empowering you to choose the right one for your problem.
It has taken me many years of fumbling around with ML and statistics to achieve a fraction of the intuition in the book. Save yourself the time!
- Robert Martin
Table of Contents- Introduction
- Statistical Modeling - Reason Under Uncertainty
- Frequentism - Infer True Parameters
- Bayesianism - Update Parameter Distributions
- Likelihoodism - Likelihood As Evidence
- Causal Inference - Identify And Estimate Causes
- Machine Learning - Learn Algorithms From Data
- Supervised Learning - Predict New Data
- Unsupervised Learning - Find Hidden Patterns
- Reinforcement Learning - Learn To Interact
- Deep Learning - Learn End-To-End Networks
- The T-Shaped Modeler
This book is for everyone who builds models from data: data scientists, statisticians, machine learners, and quantitative researchers. To get the most out of this book:
- You should already have experience with modeling and working with data.
- You should feel comfortable with at least one of the mindsets in this book.
Don't read this book if:
- You are completely new to working with data and models.
- You cling to the mindset you already know and aren't open to other mindsets.
Embrace the full potential of Modeling Mindsets by challenging your assumptions and being open to diverse perspectives.
This compact guide is perfect for data-driven professionals looking to enhance their understanding of modeling approaches, assumptions, and goals when working with data. By delving into this book, you'll save years of trial and error, foster intellectual growth, and improve collaboration with your colleagues. Gain valuable insights into Bayesian inference, supervised learning, causal inference, and more, and elevate your data analysis skills by choosing the right modeling approach for your problem. Make the most of your data-modeling journey with Modeling Mindsets.Also in
General Computers
This Program Is Brought to You by . . .: Distributing Television News Online
Braun, Joshua A.
Paperback
The Year in Tech, 2026: The Insights You Need from Harvard Business Review
Review, Harvard Business
Anthony, Scott D.
Webb, Amy
Paperback
If Anyone Builds It, Everyone Dies: Why Superhuman AI Would Kill Us All
Yudkowsky, Eliezer
Soares, Nate
Hardcover
The AI Con: How to Fight Big Tech's Hype and Create the Future We Want
Hanna, Alex
Bender, Emily M.
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
Fans First: Change The Game, Break the Rules & Create an Unforgettable Experience
Cole, Jesse
Paperback
Generative Ai: The Insights You Need from Harvard Business Review
Cremer, David De
Review, Harvard Business
Mollick, Ethan
Paperback
The Technological Republic: Hard Power, Soft Belief, and the Future of the West
Zamiska, Nicholas W.
Karp, Alexander C.
Hardcover
Minecraft: Roll for Adventure: The Temple of the Charged Creeper
Forbeck, Marty
Forbeck, Matt
Hardcover
The Experimentation Machine: Finding Product-Market Fit in the Age of AI
Bussgang, Jeffrey J.
Hardcover
Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Maintainable Systems
Kleppmann, Martin
Paperback
AI Snake Oil: What Artificial Intelligence Can Do, What It Can't, and How to Tell the Difference
Narayanan, Arvind
Kapoor, Sayash
Hardcover
Minecraft: Guide Collection 4-Book Boxed Set (Updated): Survival (Updated), Creative (Updated), Redstone (Updated), Combat
The Official Minecraft Team
Mojang Ab
Hardcover
The Black Swan: Second Edition: The Impact of the Highly Improbable: With a New Section: On Robustness and Fragility
Taleb, Nassim Nicholas
Paperback
Atlas of AI: Power, Politics, and the Planetary Costs of Artificial Intelligence
Crawford, Kate
Paperback
Python Crash Course, 3rd Edition: A Hands-On, Project-Based Introduction to Programming
Matthes, Eric
Paperback
The Fourth Intelligence Revolution: The Future of Espionage and the Battle to Save America
Vinci, Anthony
Hardcover
The Thinking Machine: Jensen Huang, Nvidia, and the World's Most Coveted Microchip
Witt, Stephen
Hardcover
You to the Power of Two: Redefining Human Potential in the Age of Identic AI
Bradley, Joseph
Tapscott, Don
Hardcover
Digital Ethics in the Age of AI: Navigating the ethical frontier today and beyond
Mehan, Julie
Paperback
AI for Educators: Learning Strategies, Teacher Efficiencies, and a Vision for an Artificial Intelligence Future
Miller, Matt
Paperback
Artificial Intelligence All-In-One for Dummies
Minnick, Chris
Mueller, John Paul
Massaron, Luca
Paperback
Hands-On Large Language Models: Language Understanding and Generation
Alammar, Jay
Grootendorst, Maarten
Paperback
More Human: How the Power of AI Can Transform the Way You Lead
Hougaard, Rasmus
Carter, Jacqueline
Hardcover
The Coming Wave: Technology, Power, and the Twenty-First Century's Greatest Dilemma
Suleyman, Mustafa
Hardcover
The Podcast Pantheon: 101 Podcasts That Changed How We Listen--From Wtf to Serial
Malin, Sean
Hardcover
AI Made Simple. Results Made Real.: An Executive's Guide to Partnering with the Future
Perley, Kathleen
Paperback
AI Snake Oil: What Artificial Intelligence Can Do, What It Can't, and How to Tell the Difference
Narayanan, Arvind
Kapoor, Sayash
Paperback
Tubes: A Journey to the Center of the Internet with a New Introduction by the Author
Blum, Andrew
Paperback
Artificial Intelligence: A Guide for Thinking Humans (with a New Preface)
Mitchell, Melanie
Paperback
The Cybernetic Society: How Humans and Machines Will Shape the Future Together
Husain, Amir
Hardcover
Beast in the Machine: How Robotics and AI Will Transform Warfare and the Future of Human Conflict
Dougherty, George M.
Hardcover
Microsoft 365 Excel All-In-One for Dummies
Alexander, Michael
Kusleika, Dick
Ringstrom, David H.
Paperback
Laptops for Seniors in Easy Steps, 9th Edition: Covers All Laptops with the Windows 11 2024 Update
Vandome, Nick
Paperback
AP Computer Science Principles Premium, 2026: Prep Book with 6 Practice Tests + Comprehensive Review + Online Practice
Reichelson, Seth
Paperback
What Is Intelligence?: Lessons from AI about Evolution, Computing, and Minds
Aguera Y. Arcas, Blaise
Paperback
The Death of Expertise: The Campaign Against Established Knowledge and Why It Matters
Nichols, Tom
Paperback
Minecraft: Exploded Builds: Medieval Fortress: An Official Mojang Book
Mojang Ab
The Official Minecraft Team
Paperback
RHCSA Red Hat Enterprise Linux 9: Training and Exam Preparation Guide (EX200), Third Edition
Ghori, Asghar
Paperback
The Emergent Mind: How Intelligence Arises in People and Machines
Suri, Gaurav
McClelland, Jay
Hardcover
Embedded Systems with ARM Cortex-M Microcontrollers in Assembly Language and C: Fourth Edition
Zhu, Yifeng
Paperback
AI Valley: Microsoft, Google, and the Trillion-Dollar Race to Cash in on Artificial Intelligence
Rivlin, Gary
Hardcover
The Year in Tech, 2025: The Insights You Need from Harvard Business Review
Review, Harvard Business
Webb, Amy
Farri, Elisa
Paperback
Fundamentals of Data Engineering: Plan and Build Robust Data Systems
Housley, Matt
Reis, Joe
Paperback
The Devops Handbook, 2nd Edition: How to Create World-Class Agility, Reliability, & Security in Technology Organizations
Debois, Patrick
Kim, Gene
Humble, Jez
Paperback
The Magic of Code: How Digital Language Created and Connects Our World--And Shapes Our Future
Arbesman, Samuel
Hardcover
Mindmasters: The Data-Driven Science of Predicting and Changing Human Behavior
Matz, Sandra
Hardcover
Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications
Huyen, Chip
Paperback
Building Applications with AI Agents: Designing and Implementing Multiagent Systems
Albada, Michael
Paperback
The AI Ultimatum: Preparing for a World of Intelligent Machines and Radical Transformation
Brown, Steve
Hill, Paul
Paperback
Me, My Customer, and AI: The New Rules of Entrepreneurship
Werdelin, Henrik
Thorne, Nicholas
Hardcover
R for Data Science: Import, Tidy, Transform, Visualize, and Model Data
Wickham, Hadley
Grolemund, Garrett
Cetinkaya-Rundel, Mine
Paperback
Fundamentals of Software Architecture: A Modern Engineering Approach
Richards, Mark
Ford, Neal
Paperback
Prompt Engineering for Generative AI: Future-Proof Inputs for Reliable AI Outputs
Taylor, Mike
Phoenix, James
Paperback
Practical Charts: The Essential Guide to Creating Clear, Compelling Charts for Reports and Presentations
Desbarats, Nicholas P.
Paperback
Graphic Artists Guild Handbook, 17th Edition: Pricing & Ethical Guidelines
The Graphic Artists Guild
Paperback
Hands-On Machine Learning with Scikit-Learn and Pytorch: Concepts, Tools, and Techniques to Build Intelligent Systems
Géron, Aurélien
Paperback
AI for the Authentic Leader: How to Communicate More Effectively Without Losing Your Humanity
Shapira, Allison
Hardcover
Building AI-Powered Products: The Essential Guide to AI and Genai Product Management
Nika, Marily
Paperback
AI for Life: 100+ Ways to Use Artificial Intelligence to Make Your Life Easier, More Productive...and More Fun!
Quillian, Celia
Paperback
Verified: How to Think Straight, Get Duped Less, and Make Better Decisions about What to Believe Online
Caulfield, Mike
Wineburg, Sam
Paperback
Mastering Video Content Creation: A Practical Guide to Social Media Growth with Expertly Shot and Edited Posts
Espejo, Justin
Paperback
AI for Business: The Beginner's Fast Track to ChatGPT for Productivity, Profit, and Growth (2 books in 1)
Grant, Russel
Paperback
The Chaos Machine: The Inside Story of How Social Media Rewired Our Minds and Our World
Fisher, Max
Paperback
Isc2 Cissp Certified Information Systems Security Professional Official Study Guide & Practice Tests Bundle
Stewart, James Michael
Gibson, Darril
Chapple, Mike
Paperback
The Mechanic and the Luddite: A Ruthless Criticism of Technology and Capitalism
Sadowski, Jathan
Paperback
Software Architecture: The Hard Parts: Modern Trade-Off Analyses for Distributed Architectures
Ford, Neal
Richards, Mark
Sadalage, Pramod
Paperback
Rewiring Your Mind for AI: How to Think, Work, and Thrive in the Age of Intelligence
Wood, David a.
Paperback
AI with Intention: Principles and Action Steps for Teachers and School Leaders
Frontier, Tony
Paperback
Rewiring Democracy: How AI Will Transform Our Politics, Government, and Citizenship
Sanders, Nathan E.
Schneier, Bruce
Hardcover
Prompt Engineering for Llms: The Art and Science of Building Large Language Model-Based Applications
Berryman, John
Ziegler, Albert
Paperback
Brave New Words: How AI Will Revolutionize Education (and Why That's a Good Thing)
Khan, Salman
Hardcover
Prediction Machines, Updated and Expanded: The Simple Economics of Artificial Intelligence
Gans, Joshua
Goldfarb, Avi
Agrawal, Ajay
Hardcover
Cloud Finops: Collaborative, Real-Time Cloud Value Decision Making
Fuller, Mike
Storment, J. R.
Paperback
How To Think With AI: A Simple Guide to Boost Your Brain Power, Creativity, and Performance
McCauley, Alison
Hardcover
Algorithms to Live by: The Computer Science of Human Decisions
Christian, Brian
Griffiths, Tom
Paperback