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Advanced Machine Learning Techniques: Tools and Strategies for Professional Data Scientists
Paperback
Publisher: Independently Published
Published: Jan 27 2025
Pages: 272
Weight: 0.81
Height: 0.57 Width: 6.00 Depth: 9.00
Language: English
Advanced Machine Learning Techniques: Tools and Strategies for Professional Data Scientists is the ultimate resource for data scientists and machine learning professionals looking to expand their expertise and tackle complex real-world challenges. This book goes beyond the basics, diving into the cutting-edge algorithms, tools, and strategies that are shaping the future of machine learning.
From advanced deep learning architectures to ensemble methods and unsupervised techniques, this guide provides hands-on approaches to solving problems across diverse domains such as natural language processing, computer vision, and predictive analytics. With a focus on practical implementation, you'll learn how to fine-tune models, optimize pipelines, and deploy solutions in production environments using modern tools and frameworks.
Whether you're a seasoned professional or a data scientist aiming to elevate your skill set, Advanced Machine Learning Techniques equips you with the knowledge to innovate and lead in the ever-evolving field of AI.
Inside this book, you'll discover:
- Advanced deep learning architectures, including transformers and GANs.
- Techniques for hyperparameter tuning and model optimization.
- Ensemble learning methods like boosting, bagging, and stacking.
- Strategies for unsupervised learning, clustering, and dimensionality reduction.
- Practical tools for time series forecasting and anomaly detection.
- Deployment techniques using Docker, Kubernetes, and cloud platforms.
- Real-world applications in NLP, computer vision, and recommendation systems.
- Best practices for building scalable and maintainable ML pipelines.
Packed with real-world examples, code snippets, and expert insights, this book bridges the gap between theory and practice, enabling you to solve advanced problems and create impactful solutions.
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Kapoor, Sayash
Hardcover
Artificial Intelligence All-In-One for Dummies
Massaron, Luca
Minnick, Chris
Mueller, John Paul
Paperback
Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications
Huyen, Chip
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 Return on AI: From Promise to Profit in the Age of Intelligent Business
Sawhney, Mohanbir
Mittal, Ashwin
Paperback
Minecraft: Roll for Adventure: The Temple of the Charged Creeper
Forbeck, Matt
Forbeck, Marty
Hardcover
Graphic Artists Guild Handbook, 17th Edition: Pricing & Ethical Guidelines
The Graphic Artists Guild
Paperback
Guilty Pleasure: The Pornification of the Internet, the Economy, and Everything Else
Nilsson, Patricia
Hardcover
The Death of Expertise: The Campaign Against Established Knowledge and Why It Matters
Nichols, Tom
Paperback
Navigeren door het labyrint: Een handleiding voor het beheer van data
Sebastian-Coleman, Laura
Paperback
AI for Educators: Learning Strategies, Teacher Efficiencies, and a Vision for an Artificial Intelligence Future
Miller, Matt
Paperback
The Fourth Intelligence Revolution: The Future of Espionage and the Battle to Save America
Vinci, Anthony
Hardcover
Comptia A+ Complete Study Guide, 2-Volume Set: Volume 1 Core 1 Exam 220-1201 and Volume 2 Core 2 Exam 220-1202
Docter, Quentin
Buhagiar, Jon
Paperback
Building Applications with AI Agents: Designing and Implementing Multiagent Systems
Albada, Michael
Paperback
Microsoft 365 Excel All-In-One for Dummies
Kusleika, Dick
Ringstrom, David H.
Alexander, Michael
Paperback
The Experimentation Machine: Finding Product-Market Fit in the Age of AI
Bussgang, Jeffrey J.
Hardcover
More Human: How the Power of AI Can Transform the Way You Lead
Carter, Jacqueline
Hougaard, Rasmus
Hardcover
The AI Ultimatum: Preparing for a World of Intelligent Machines and Radical Transformation
Brown, Steve
Hill, Paul
Paperback
What Is Intelligence?: Lessons from AI about Evolution, Computing, and Minds
Aguera Y. Arcas, Blaise
Paperback
The Technological Republic: Hard Power, Soft Belief, and the Future of the West
Karp, Alexander C.
Zamiska, Nicholas W.
Hardcover
You to the Power of Two: Redefining Human Potential in the Age of Identic AI
Bradley, Joseph
Tapscott, Don
Hardcover
R for Data Science: Import, Tidy, Transform, Visualize, and Model Data
Grolemund, Garrett
Cetinkaya-Rundel, Mine
Wickham, Hadley
Paperback