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Hands-On Machine Learning: Concepts, Tools, and Techniques with Scikit-Learn, Keras, and TensorFlow, 3rd Edition
Hands-On Machine Learning: Concepts, Tools, and Techniques with Scikit-Learn, Keras, and TensorFlow, 3rd Edition
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Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow, 3rd Edition is a technical resource focused on machine learning, deep learning, and artificial intelligence development. Written by Aurélien Géron, this edition explores practical approaches to building intelligent systems using widely adopted open-source machine learning frameworks.
The publication introduces concepts related to data analysis, model development, machine learning workflows, and neural network applications. Content is organized to help readers understand the processes involved in training, evaluating, and improving machine learning models across a variety of use cases.
Readers can examine topics associated with supervised learning, unsupervised learning, deep learning architectures, neural networks, and predictive modeling. The book also discusses practical implementation techniques using Scikit-Learn, Keras, and TensorFlow while exploring methods used in modern artificial intelligence projects.
Suitable for developers, data scientists, students, and technology professionals, this resource provides thorough coverage of machine learning and deep learning concepts used in software development, analytics, and artificial intelligence applications.
Topics Covered
- Machine learning fundamentals
- Supervised learning concepts
- Unsupervised learning methods
- Deep learning techniques
- Neural network architectures
- Scikit-Learn applications
- Keras framework concepts
- TensorFlow development methods
- Predictive modeling approaches
- Intelligent system development
Product Details
- Author: Aurélien Géron
- ISBN-13: 9781098125974
- ISBN-10: 1098125975
- Edition: 3rd Edition
- Title: Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems
- Language: English
- Category: Artificial Intelligence
- Subject: Machine Learning and Deep Learning
Product Type
Machine Learning & Artificial Intelligence Technical Book
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