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Python Extreme Data Science: De Lo Esencial a La IngenierÃa AnalÃtica Avanzada
Paperback
Series: Data&ai España, Book 6
DatabasesGeneral ComputersProgramming
Publisher: Independently Published
Published: Apr 17 2025
Pages: 318
Weight: 0.94
Height: 0.67 Width: 6.00 Depth: 9.00
Language: Spanish
Python Extreme Data Science es una guÃa completa, intensiva y técnicamente rigurosa para profesionales que desean dominar la ciencia de datos con Python en contextos reales de producción. Estructurado de forma modular, el contenido recorre desde la recolección, ingenierÃa y modelado de datos hasta la automatización, experimentación y operación en entornos escalables. Cada capÃtulo está desarrollado con base en el Protocolo TECHWRITE 2.2, asegurando una progresión didáctica eficiente, resolución de errores comunes y aplicación directa en pipelines complejos.
El libro ofrece un enfoque práctico, orientado por problemas, utilizando bibliotecas y frameworks esenciales como Pandas, NumPy, Scikit-Learn, Matplotlib, Seaborn, XGBoost, LightGBM, además de técnicas avanzadas de preprocesamiento, validación cruzada e ingenierÃa de atributos. También incluye temas fundamentales como versionado de experimentos, deploy de modelos, explainability (interpretación de modelos) y evaluación de impacto en producción.
Ideal para cientÃficos de datos, ingenieros de machine learning, analistas técnicos y profesionales de datos que trabajan en entornos de alto rendimiento, esta obra propone una jornada práctica y objetiva, evitando superficialidades y yendo directo a los puntos crÃticos que diferencian un proyecto funcional de un fracaso técnico. La estructura es compatible con aplicaciones en cloud, edge, automatización con scripts e integración con sistemas de monitoreo.
Ya sea para acelerar el ciclo de experimentación o escalar soluciones con robustez, Python Extreme Data Science entrega lo más relevante de la ingenierÃa aplicada a la ciencia de datos moderna.
Python, Data Science, Machine Learning, IngenierÃa de Datos, Feature Engineering, Modelado Predictivo, Pipelines, Automatización, Scikit-Learn, XGBoost, Producción, Validación, Deploy, Interpretación de Modelos.
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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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Artificial Intelligence: A Guide for Thinking Humans (with a New Preface)
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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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Hands-On Large Language Models: Language Understanding and Generation
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Embedded Systems with ARM Cortex-M Microcontrollers in Assembly Language and C: Fourth Edition
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Tubes: A Journey to the Center of the Internet with a New Introduction by the Author
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CompTIA Tech+ Certification All-in-One Exam Guide, Third Edition (Exam FC0-U71)
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Fundamentals of Software Architecture: A Modern Engineering Approach
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AI Projects with Raspberry Pi: High-Performance Artificial Intelligence for Robotics, Security, Home Automation, and Vision
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Hattersley, Lucy
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AP Computer Science a Premium, 13th Edition: Prep Book with 6 Practice Tests + Comprehensive Review + Online Practice (2026)
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Minecraft: Exploded Builds: Medieval Fortress: An Official Mojang Book
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Power and Prediction: The Disruptive Economics of Artificial Intelligence
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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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AP Computer Science Principles Premium, 2027: 6 Practice Tests + Comprehensive Review + Online Practice
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Love Machines: How Artificial Intelligence Is Transforming Our Relationships
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Minecraft: Roll for Adventure: The Temple of the Charged Creeper
Forbeck, Matt
Forbeck, Marty
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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
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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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Kapoor, Sayash
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You to the Power of Two: Redefining Human Potential in the Age of Identic AI
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Tapscott, Don
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The Devops Handbook, 2nd Edition: How to Create World-Class Agility, Reliability, & Security in Technology Organizations
Debois, Patrick
Kim, Gene
Humble, Jez
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The Problem with Personalization: How Advertisers Learned to Make and Break Us from Ancient Times to the AI Age
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The AI Ultimatum: Preparing for a World of Intelligent Machines and Radical Transformation
Hill, Paul
Brown, Steve
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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
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Graphic Artists Guild Handbook, 17th Edition: Pricing & Ethical Guidelines
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The Fourth Intelligence Revolution: The Future of Espionage and the Battle to Save America
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Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications
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RHCSA Red Hat Enterprise Linux 10: Training and Exam Preparation Guide (EX200), Fourth Edition
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AI for Educators: Learning Strategies, Teacher Efficiencies, and a Vision for an Artificial Intelligence Future
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Microsoft 365 Excel All-In-One for Dummies
Alexander, Michael
Kusleika, Dick
Ringstrom, David H.
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More Human: How the Power of AI Can Transform the Way You Lead
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Building Applications with AI Agents: Designing and Implementing Multiagent Systems
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The Technological Republic: Hard Power, Soft Belief, and the Future of the West
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The Coming Wave: Technology, Power, and the Twenty-First Century's Greatest Dilemma
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The Experimentation Machine: Finding Product-Market Fit in the Age of AI
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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
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Agrawal, Ajay
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What Is Intelligence?: Lessons from AI about Evolution, Computing, and Minds
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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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Prediction Machines, Updated and Expanded: The Simple Economics of Artificial Intelligence
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R for Data Science: Import, Tidy, Transform, Visualize, and Model Data
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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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