Sign-In
Cart
Python Data Science Mastery: A Complete Practical Guide to Cleaning Data, Exploring Insights, Building Models, and Preventing Overfitting with Scikit-
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.
Publisher: Independently Published
Published: Nov 22 2025
Pages: 132
Weight: 0.53
Height: 0.28 Width: 7.00 Depth: 10.00
Language: English
Master the complete data science workflow with Python-no guesswork, no confusion, just clear, practical results.
Python has become the backbone of modern data science, powering everything from predictive analytics to machine learning systems used across industries. Python Data Science Mastery gives you the knowledge, confidence, and hands-on skills to work like a real data scientist-using Python's most powerful libraries to clean data, uncover insights, build accurate models, and avoid common pitfalls like overfitting.
Whether you're just starting your data science journey or looking to strengthen your professional skill set, this book delivers a step-by-step roadmap for mastering the essentials and applying them to real-world problems.
What You'll Learn
✓ Clean and prepare messy real-world datasets using Pandas and NumPy
✓ Explore data in depth with visualizations that reveal patterns, trends, and correlations
✓ Build and evaluate machine learning models using Scikit-learn
✓ Understand and prevent overfitting to ensure your models generalize reliably
✓ Apply best practices used by professional data scientists in production environments
✓ Deploy simple predictive models using modern Python tools
Each chapter includes practical exercises, examples, and clear explanations that help you build intuition-not just memorize code. By the end, you'll be able to confidently move from raw data to actionable insights and deployable models.
Who This Book Is For
This book is perfect for:
Aspiring and practicing data scientists, analysts, AI enthusiasts, and engineers
Students preparing for data science careers
Professionals who want to add Python-based analytics to their skillset
Anyone who wants to understand how real machine learning models are built and optimized
No advanced math or prior experience is required just curiosity and a willingness to learn.
Why This Book Stands OutUnlike many theory-heavy resources, Python Data Science Mastery focuses on practical application, giving you the tools and mindset needed to solve real problems. You'll learn the same workflow used in industry from data preprocessing and exploratory analysis to model evaluation, optimization, and deployment.
This is the guide you wish you had when you started learning data science: clear, concise, and packed with hands-on value.
Also from
Cole, Ethan
DaVinci Resolve 20 Voor Beginners: Een stapsgewijze gids voor professionele montage, kleur en audio
Cole, Ethan
Paperback
Smart Money Habits: 100 Proven Ways to Save More, Spend Less, and Build a Better Financial Future
Cole, Ethan
Paperback
The Digital Business PlayBook: The Ultimate Guide to Online Success with Maximum Impact
Cole, Ethan
Paperback
El Poder de los Microhábitos: Transforma Tu Vida con Pequeños Cambios que Conducen a Grandes Resultados
Cole, Ethan
Paperback
Everyday English: 100 Words You Need: Speak Confidently with Simple, Useful Vocabulary
Cole, Ethan
Paperback
The Art of Prompting: Master AI Conversations for Work, Business, and Everyday Life
Cole, Ethan
Paperback
Powerball Probability Playbook: A Step-by-Step Guide to Analyzing Numbers and Improving Your Odds
Cole, Ethan
Paperback
The 5 AM Reset: Transform Your Mornings, Reclaim Your Time, and Unlock the Life You've Been Missing
Cole, Ethan
Paperback
How to Stay Focused and Finish What You Start: Mastering the Art of Self-Discipline
Cole, Ethan
Paperback
How to Start and Grow a Business That Lasts: Mastering the Art of Entrepreneurship
Cole, Ethan
Paperback
Deskbound & Built: The nutrition blueprint for bodybuilders with sedentary jobs
Cole, Ethan
Paperback
The Happiness Code: Unlock the Secrets to Lasting Joy, Purpose, and Fulfillment
Cole, Ethan
Paperback
Deep Focus for Developers: Build More Without Burning Out in a Distracted World
Cole, Ethan
Paperback
When AI Can Do Everything, What Value Do You Still Bring?: Why Judgment Still Matters in the Age of AI
Cole, Ethan
Paperback
Also in
Programming
Interactive Theorem Proving and Program Development: Coq'art: The Calculus of Inductive Constructions
Castéran, Pierre
Bertot, Yves
Hardcover
Seven Databases in Seven Weeks: A Guide to Modern Databases and the Nosql Movement
Redmond, Eric
Wilson, Jim
Perkins, Luc
Paperback
The Legend of Zelda(tm) Tears of the Kingdom - The Complete Official Guide: Collector's Edition
Piggyback
Hardcover
Python Crash Course, 3rd Edition: A Hands-On, Project-Based Introduction to Programming
Matthes, Eric
Paperback
Crisis Engineering: Time-Tested Tools for Turning Chaos Into Clarity
Dickerson, Mikey
Nitze, Marina
Weaver, Matthew
Paperback
Vibe Coding: Building Production-Grade Software with Genai, Chat, Agents, and Beyond
Yegge, Steve
Kim, Gene
Paperback
Accelerate: The Science of Lean Software and DevOps: Building and Scaling High Performing Technology Organizations
Forsgren Phd, Nicole
Humble, Jez
Kim, Gene
Paperback
The Legend of Zelda(tm) Tears of the Kingdom - The Complete Official Guide: Standard Edition
Piggyback
Paperback
Embedded Systems with ARM Cortex-M Microcontrollers in Assembly Language and C: Fourth Edition
Zhu, Yifeng
Paperback
Fundamentals of Software Architecture: A Modern Engineering Approach
Richards, Mark
Ford, Neal
Paperback
I Have an App Idea: The Essential Guide to Building an App Without Tech Skills
Spann, Amanda
Paperback
AI Projects with Raspberry Pi: High-Performance Artificial Intelligence for Robotics, Security, Home Automation, and Vision
Hattersley, Lucy
Jepson, Brian
Paperback
The Manager's Path: A Guide for Tech Leaders Navigating Growth and Change
Fournier, Camille
Paperback
Make: Electronics: Learning by Discovery: A Hands-On Primer for the New Electronics Enthusiast
Platt, Charles
Paperback
The Devops Handbook, 2nd Edition: How to Create World-Class Agility, Reliability, & Security in Technology Organizations
Kim, Gene
Humble, Jez
Debois, Patrick
Paperback
Building Applications with AI Agents: Designing and Implementing Multiagent Systems
Albada, Michael
Paperback
Cracking the Coding Interview: 189 Programming Questions and Solutions
McDowell, Gayle Laakmann
Paperback
The Developer's Guide to AI: A Field Guide for the Working Developer
Thompson, Danny
Orshalick, Jacob
Reghunadh, Jerry M.
Paperback
Learning Web Design: A Beginner's Guide to Html, Css, Javascript, and Web Images
Robbins, Jennifer
Paperback
The New AI Cold War: Liberty vs. Tyranny in the Age of Machine Empires
Maginnis, Ltc Robert L.
Paperback
The Staff Engineer's Path: A Guide for Individual Contributors Navigating Growth and Change
Reilly, Tanya
Paperback
Software Architecture: The Hard Parts: Modern Trade-Off Analyses for Distributed Architectures
Ford, Neal
Richards, Mark
Sadalage, Pramod
Paperback
The Official Raspberry Pi Handbook 2026: Astounding Projects with Raspberry Pi Computers
Makers of Raspberry Pi Official Magazine, The
Paperback
Linux Basics for Hackers, 2nd Edition: Getting Started with Networking, Scripting, and Security in Kali
Occupytheweb
Paperback
SQL QuickStart Guide: The Simplified Beginner's Guide to Managing, Analyzing, and Manipulating Data With SQL
Shields, Walter
Hardcover
The Pragmatic Programmer: Your Journey to Mastery, 20th Anniversary Edition
Hunt, Andrew
Thomas, David
Hardcover
Generative AI Design Patterns: Solutions to Common Challenges When Building Genai Agents and Applications
Hapke, Hannes
Lakshmanan, Valliappa
Paperback
Head First Design Patterns: Building Extensible and Maintainable Object-Oriented Software
Robson, Elisabeth
Freeman, Eric
Paperback
Frictionless: 7 Steps to Remove Barriers, Unlock Value, and Outpace Your Competition in the AI Era
Forsgren, Nicole
Noda, Abi
Paperback
Forecasting: Principles and Practice, the Pythonic Way
Hyndman, Rob J.
Athanasopoulos, George
Paperback
The Return on AI: From Promise to Profit in the Age of Intelligent Business
Mittal, Ashwin
Sawhney, Mohanbir
Paperback
Observability Engineering: Achieving Production Excellence
Fong-Jones, Liz
Miranda, George
Majors, Charity
Paperback
Arduino Programming for Beginners: A Comprehensive Beginner's Guide to Learn the Realms of Arduino Programming from A-Z
Protosmith, Ada
Paperback
Building AI-Powered Products: The Essential Guide to AI and Genai Product Management
Nika, Marily
Paperback
Grokking Algorithms, Second Edition: An Illustrated Guide for Programmers and Other Curious People
Bhargava, Aditya Y.
Paperback
Concrete Mathematics: A Foundation for Computer Science
Knuth, Donald
Graham, Ronald
Patashnik, Oren
Hardcover
Debugging: The 9 Indispensable Rules for Finding Even the Most Elusive Software and Hardware Problems
Agans, David J.
Paperback
Learning Generative AI Tools for Excel: Speed Up Your Everyday Tasks with Microsoft Excel, Copilot, Chatgpt, and Beyond
Duca, Angelica Lo
Paperback
Learning Domain-Driven Design: Aligning Software Architecture and Business Strategy
Khononov, Vlad
Paperback
This Is Service Design Doing: Applying Service Design Thinking in the Real World
Hormess, Markus Edgar
Stickdorn, Marc
Lawrence, Adam
Paperback
Computer Science from Scratch: Building Interpreters, Art, Emulators and ML in Python
Kopec, David
Paperback
The Software Architect Elevator: Redefining the Architect's Role in the Digital Enterprise
Hohpe, Gregor
Paperback
Python Programming for Young Coders: A Hands-On, Project-Based Introduction to Coding for Beginners, Kids, and Teens
Pandey, Anand
Paperback
Software Engineering at Google: Lessons Learned from Programming Over Time
Wright, Hyrum
Winters, Titus
Manshreck, Tom
Paperback
Prompt Engineering for Llms: The Art and Science of Building Large Language Model-Based Applications
Ziegler, Albert
Berryman, John
Paperback
Learning Php, MySQL & JavaScript: A Step-By-Step Guide to Creating Dynamic Websites
Nixon, Robin
Paperback
Pro C# 10 with .Net 6: Foundational Principles and Practices in Programming
Japikse, Phil
Troelsen, Andrew
Paperback
Living a Jewish Life, Revised and Updated: Jewish Traditions, Customs, and Values for Today's Families
Diamant, Anita
Cooper, Howard
Paperback
Articulating Design Decisions: Communicate with Stakeholders, Keep Your Sanity, and Deliver the Best User Experience
Greever, Tom
Paperback
Kubernetes in Action, Second Edition: Deploying and Managing Containers and Cloud-Native Applications
Luksa, Marko
Conner, Kevin
Paperback
Adobe Photoshop, 2nd Edition: A Complete Course and Compendium of Features
Laskevitch, Stephen
Paperback
Spies, Lies, and Algorithms: The History and Future of American Intelligence
Zegart, Amy B.
Paperback
Site Reliability Engineering: How Google Runs Production Systems
Jones, Chris
Beyer, Betsy
Murphy, Niall Richard
Paperback
Ruined by Design: How Designers Destroyed the World, and What We Can Do to Fix It
Monteiro, Mike
Paperback