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Python Extreme Data Science: Do Essencial à Engenharia AnalÃtica Avançada
Paperback
Series: Data Extreme Brasil, Book 15
Publisher: Independently Published
Published: Apr 16 2025
Pages: 316
Weight: 0.93
Height: 0.66 Width: 6.00 Depth: 9.00
Language: Portuguese
Python Extreme Data Science é um guia completo, intensivo e tecnicamente rigoroso para profissionais que desejam dominar a ciência de dados com Python em contextos reais de produção. Estruturado de forma modular, o conteúdo percorre desde a coleta, engenharia e modelagem de dados até a automação, experimentação e operação em ambientes escaláveis. Cada capÃtulo é desenvolvido com base no Protocolo TECHWRITE 2.2, assegurando uma progressão didática eficiente, resolução de erros comuns e aplicação direta em pipelines complexos.
O livro oferece uma abordagem prática, orientada por problemas, utilizando bibliotecas e frameworks essenciais como Pandas, NumPy, Scikit-Learn, Matplotlib, Seaborn, XGBoost, LightGBM, além de técnicas avançadas de pré-processamento, validação cruzada e engenharia de atributos. Inclui também tópicos fundamentais como versionamento de experimentos, deploy de modelos, explainability (interpretação de modelos), e avaliação de impacto em produção.
Ideal para cientistas de dados, engenheiros de machine learning, analistas técnicos e profissionais de dados que atuam em ambientes de alto desempenho, esta obra propõe uma jornada prática e objetiva, evitando superficialidades e indo direto aos pontos crÃticos que diferenciam um projeto funcional de um fracasso técnico. A estrutura é compatÃvel com aplicações em cloud, edge, automação com scripts e integração com sistemas de monitoramento.
Seja para acelerar o ciclo de experimentação ou escalar soluções com robustez, Python Extreme Data Science entrega o que há de mais relevante na engenharia aplicada à ciência de dados moderna.
Python, Data Science, Machine Learning, Engenharia de Dados, Feature Engineering, Modelagem Preditiva, Pipelines, Automação, Scikit-Learn, XGBoost, Produção, Validação, Deploy, Interpretação de Modelos.
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Fundamentals of Data Engineering: Plan and Build Robust Data Systems
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Atlas of AI: Power, Politics, and the Planetary Costs of Artificial Intelligence
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Minecraft: Guide Collection 4-Book Boxed Set (Updated): Survival (Updated), Creative (Updated), Redstone (Updated), Combat
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AI Snake Oil: What Artificial Intelligence Can Do, What It Can't, and How to Tell the Difference
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Python Crash Course, 3rd Edition: A Hands-On, Project-Based Introduction to Programming
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We Are as Gods: A Survival Guide for the Age of Abundance
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The Eureka Machine: Why AI Is the Key to Unlocking a New Era of Scientific Discoveries
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The Thinking Machine: Jensen Huang, Nvidia, and the World's Most Coveted Microchip
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Hands-On Machine Learning with Scikit-Learn and Pytorch: Concepts, Tools, and Techniques to Build Intelligent Systems
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AI with Intention: Principles and Action Steps for Teachers and School Leaders
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Human + Machine, Updated and Expanded: Reimagining Work in the Age of AI
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Wilson, H. James
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Artificial Intelligence: A Guide for Thinking Humans (with a New Preface)
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Embedded Systems with ARM Cortex-M Microcontrollers in Assembly Language and C: Fourth Edition
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CompTIA Tech+ Certification All-in-One Exam Guide, Third Edition (Exam FC0-U71)
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Hands-On Large Language Models: Language Understanding and Generation
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The Black Swan: Second Edition: The Impact of the Highly Improbable: With a New Section: On Robustness and Fragility
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The Empty Center: Permission, Connection, and What We Build When the Future is Uncertain
Drumwright, Hayes
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Tubes: A Journey to the Center of the Internet with a New Introduction by the Author
Blum, Andrew
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AP Computer Science Principles Premium, 2027: 6 Practice Tests + Comprehensive Review + Online Practice
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Fundamentals of Software Architecture: A Modern Engineering Approach
Richards, Mark
Ford, Neal
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Love Machines: How Artificial Intelligence Is Transforming Our Relationships
Muldoon, James
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AI Projects with Raspberry Pi: High-Performance Artificial Intelligence for Robotics, Security, Home Automation, and Vision
Hattersley, Lucy
Jepson, Brian
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AP Computer Science a Premium, 13th Edition: Prep Book with 6 Practice Tests + Comprehensive Review + Online Practice (2026)
Teukolsky, Roselyn, M. S.
Carman, Chris
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Minecraft: Exploded Builds: Medieval Fortress: An Official Mojang Book
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The Official Minecraft Team
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Power and Prediction: The Disruptive Economics of Artificial Intelligence
Goldfarb, Avi
Agrawal, Ajay
Gans, Joshua
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The Empty Center: Permission, Connection, and What We Build When the Future is Uncertain
Drumwright, Hayes
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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
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AI Snake Oil: What Artificial Intelligence Can Do, What It Can't, and How to Tell the Difference
Kapoor, Sayash
Narayanan, Arvind
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You to the Power of Two: Redefining Human Potential in the Age of Identic AI
Bradley, Joseph
Tapscott, Don
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Minecraft: Roll for Adventure: The Temple of the Charged Creeper
Forbeck, Matt
Forbeck, Marty
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The Problem with Personalization: How Advertisers Learned to Make and Break Us from Ancient Times to the AI Age
Turow, Joseph
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The Devops Handbook, 2nd Edition: How to Create World-Class Agility, Reliability, & Security in Technology Organizations
Humble, Jez
Debois, Patrick
Kim, Gene
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The AI Ultimatum: Preparing for a World of Intelligent Machines and Radical Transformation
Brown, Steve
Hill, Paul
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Graphic Artists Guild Handbook, 17th Edition: Pricing & Ethical Guidelines
The Graphic Artists Guild
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Artificial Intelligence All-In-One for Dummies
Minnick, Chris
Mueller, John Paul
Massaron, Luca
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The Death of Expertise: The Campaign Against Established Knowledge and Why It Matters
Nichols, Tom
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The Fourth Intelligence Revolution: The Future of Espionage and the Battle to Save America
Vinci, Anthony
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Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications
Huyen, Chip
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RHCSA Red Hat Enterprise Linux 10: Training and Exam Preparation Guide (EX200), Fourth Edition
Ghori, Asghar
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AI for Educators: Learning Strategies, Teacher Efficiencies, and a Vision for an Artificial Intelligence Future
Miller, Matt
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More Human: How the Power of AI Can Transform the Way You Lead
Hougaard, Rasmus
Carter, Jacqueline
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Building Applications with AI Agents: Designing and Implementing Multiagent Systems
Albada, Michael
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Microsoft 365 Excel All-In-One for Dummies
Alexander, Michael
Kusleika, Dick
Ringstrom, David H.
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The Technological Republic: Hard Power, Soft Belief, and the Future of the West
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Karp, Alexander C.
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The Coming Wave: Technology, Power, and the Twenty-First Century's Greatest Dilemma
Suleyman, Mustafa
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Hbr's 10 Must Reads on Artificial Intelligence, Updated and Expanded (Featuring How AI Can Help Managers Think Through Problems by Elisa Farri and Gab
Agrawal, Ajay
Review, Harvard Business
Davenport, Thomas H.
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What Is Intelligence?: Lessons from AI about Evolution, Computing, and Minds
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The Experimentation Machine: Finding Product-Market Fit in the Age of AI
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Navigeren door het labyrint: Een handleiding voor het beheer van data
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Comptia A+ Complete Study Guide, 2-Volume Set: Volume 1 Core 1 Exam 220-1201 and Volume 2 Core 2 Exam 220-1202
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Buhagiar, Jon
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Prediction Machines, Updated and Expanded: The Simple Economics of Artificial Intelligence
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Agrawal, Ajay
Gans, Joshua
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R for Data Science: Import, Tidy, Transform, Visualize, and Model Data
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Grolemund, Garrett
Cetinkaya-Rundel, Mine
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Laptops for Seniors in Easy Steps, 9th Edition: Covers All Laptops with the Windows 11 2024 Update
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On the Future of Species: Authoring Life by Means of Artificial Biological Intelligence
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