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87193388
Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow : Concepts, Tools, and Techniques to Build Intelligent Systems by Aurélien Géron
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87193388
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What Stands Out
Comprehensive Coverage
This book provides an extensive overview of machine learning concepts, tools, and techniques, empowering readers to build intelligent systems effectively using popular libraries like Scikit-Learn, Keras, and TensorFlow.
Practical Approach
Hands-on examples and real-world applications encourage active learning, making complex topics accessible for beginners and seasoned practitioners. This practical approach helps in reinforcing theoretical concepts with actionable techniques.
Expert Insights
Written by renowned author Aurélien Géron, the book offers valuable insights and tips drawn from his extensive experience, ensuring that readers gain not only knowledge but also practical wisdom for their machine learning projects.
Detaily produktu
| Publisher | O'reilly Media, Incorporated |
| ISBN-13 | 9781492032649 |
| Number of Pages | 848 Pages |
| Publication Name | Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow : Concepts, Tools, and Techniques to Build Intelligent Systems |
| Subject | Intelligence (Ai) & Semantics, General, Data Processing, Computer Vision & Pattern Recognition |
| Author | Aurélien Géron |
| Format | Trade Paperback |
| Item Height | 1.4 in (3.56 cm) |
| Item Length | 9.4 in (23.88 cm) |
| Edition Number | 2 |
| LCCN | 2024-331465 |
| Illustrated | Yes |
| Synopsis | Through a series of recent breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This practical book shows you how. By using concrete examples, minimal theory, and two production-ready Python frameworks'??Scikit-Learn and TensorFlow'??author Aurélien Géron helps you gain an intuitive understanding of the concepts and tools for building intelligent systems. You'??ll learn a range of techniques, starting with simple linear regression and progressing to deep neural networks. With exercises in each chapter to help you apply what you'??ve learned, all you need is programming experience to get started. Explore the machine learning landscape, particularly neural nets Use Scikit-Learn to track an example machine-learning project end-to-end Explore several training models, including support vector machines, decision trees, random forests, and ensemble methods Use the TensorFlow library to build and train neural nets Dive into neural net architectures, including convolutional nets, recurrent nets, and deep reinforcement learning Learn techniques for training and scaling deep neural nets, Through a series of recent breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This practical book shows you how. By using concrete examples, minimal theory, and two production-ready Python frameworks--Scikit-Learn and TensorFlow--author Aur lien G ron helps you gain an intuitive understanding of the concepts and tools for building intelligent systems. You'll learn a range of techniques, starting with simple linear regression and progressing to deep neural networks. With exercises in each chapter to help you apply what you've learned, all you need is programming experience to get started. Explore the machine learning landscape, particularly neural nets Use Scikit-Learn to track an example machine-learning project end-to-end Explore several training models, including support vector machines, decision trees, random forests, and ensemble methods Use the TensorFlow library to build and train neural nets Dive into neural net architectures, including convolutional nets, recurrent nets, and deep reinforcement learning Learn techniques for training and scaling deep neural nets, Now fully updated, this bestselling book uses concrete examples, minimal theory, and two production-ready Python frameworks--Scikit-Learn and TensorFlow 2--to help users gain an intuitive understanding of the concepts and tools for building intelligent systems.t systems. |
| Item Weight | 2.2 lbs (1 kg) |
Who Should Buy?
-
Aspiring Data Scientists
Ideal for those looking to gain practical skills in machine learning with hands-on projects and examples.
-
Developers in AI
Beneficial for software developers aiming to integrate machine learning into applications using popular frameworks.
-
Students in Tech
Great resource for university students studying computer science or related fields, providing practical insights and techniques.
-
Beginners in Programming
Not suitable for complete novices, as foundational programming knowledge is needed to understand the content.
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Pros
- Comprehensive coverage of ML concepts
- Practical exercises and examples
- Clear explanations for beginners
- Up-to-date with latest tools
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- Some sections may be too detailed for quick readers.
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