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Sản phẩm #:
225782241
Python Machine Learning: Machine Learning and Deep Learning with Python, scikit-learn, and TensorFlow 2, 3rd Edition
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Sản phẩm #:
225782241
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Python Machine Learning, Third Edition is a comprehensive guide to machine learning and deep learning with Python. It acts as both a step-by-step tutorial, and a reference you'll keep coming back to as you build your machine learning systems.
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What Stands Out
Comprehensive Coverage
This edition thoroughly explores both machine learning and deep learning, offering in-depth insights into Python, Scikit-learn, and TensorFlow 2, making it suitable for beginners and seasoned professionals alike.
Hands-On Projects
Includes practical projects that allow readers to apply theoretical concepts, enhancing learning and ensuring skill retention through real-world examples and code implementations, catering to diverse learning styles.
Latest Techniques
Stays current with the latest advancements in ML and DL, ensuring readers are equipped with relevant tools and methodologies that reflect modern techniques, providing a competitive edge in the job market.
Thông tin chi tiết sản phẩm
- Third edition of the bestselling Python machine learning book
- Clear and intuitive explanations of machine learning techniques
- Updated and expanded for TensorFlow 2, GANs, and reinforcement learning
- Covers scikit-learn, TensorFlow, and PyTorch frameworks
- Includes practical examples for image classification, sentiment analysis, and more
- Suitable for beginners and intermediate readers
| Publisher | Packt Publishing |
| Publication date | December 12, 2019 |
| Edition | 3rd |
| Language | English |
| File size | 56.2 MB |
| Screen Reader | Supported |
| Enhanced typesetting | Enabled |
| X-Ray | Not Enabled |
| Word Wise | Not Enabled |
| Print length | 3001 pages |
| ISBN-13 | 978-1789958294 |
| Page Flip | Enabled |
| Item Weight | 1 lbs (450 grams) |
Who Should Buy?
-
Aspiring Data Scientists
Ideal for beginners looking to understand machine learning concepts through practical examples using Python and popular libraries.
-
Developers Seeking Skills
Software developers wanting to integrate machine learning into applications can learn necessary techniques and frameworks from this guide.
-
AI/ML Enthusiasts
Those passionate about artificial intelligence and machine learning will find advanced concepts explained concisely with hands-on projects.
-
Complete Novices
Individuals without any programming experience may struggle with the technical content and coding requirements of the book.
MÔ TẢ SẢN PHẨM
Python Machine Learning: Machine Learning and Deep Learning with Python, scikit-learn, and TensorFlow 2, 3rd Edition
Có thắc mắc? Trò chuyện với chúng tôi
Câu hỏi và trả lời của khách hàng
-
câu hỏi:
What topics are covered in Python Machine Learning, 3rd Edition?
trả lời: This edition of Python Machine Learning explores essential topics like machine learning algorithms, deep learning methods, and practical implementations using Python libraries such as scikit-learn and TensorFlow 2. It covers supervised and unsupervised learning techniques, model evaluation, neural networks, and hyperparameter tuning. Readers will gain a solid understanding of how to apply these concepts in real-world scenarios, making it ideal for both novices and experienced practitioners in the field of data science. -
câu hỏi:
Who is the target audience for Python Machine Learning, 3rd Edition?
trả lời: The book targets a diverse range of readers, including beginners looking to break into machine learning, students studying data science, and professionals seeking to deepen their knowledge. It employs a practical approach with hands-on projects and examples, making complex concepts accessible. Whether you're a software developer looking to incorporate machine learning or a researcher needing to implement advanced algorithms, this book serves as a valuable resource. -
câu hỏi:
What programming knowledge is required to benefit from this book?
trả lời: To fully engage with this book, readers should have a fundamental understanding of Python programming. Familiarity with concepts like data structures, functions, and basic libraries such as NumPy and pandas will significantly enhance the learning experience. While the book aims to teach machine learning concepts, prior programming knowledge helps in effectively applying the techniques and examples discussed throughout the chapters. -
câu hỏi:
How does this book differ from previous editions?
trả lời: The third edition of Python Machine Learning introduces updated content reflecting advancements in machine learning technologies and techniques. New chapters on deep learning with TensorFlow 2, enhancements in practical examples, and clearer guidelines for implementing algorithms make it distinct. Additionally, it includes more case studies and insights into current industry practices, providing readers with a contemporary perspective on machine learning applications. -
câu hỏi:
Are there practical exercises available in this book?
trả lời: Yes, this book includes a variety of practical exercises that allow readers to apply the theoretical concepts learned. Each chapter features coding examples and real-world projects that guide you through implementing machine learning models from scratch. This hands-on approach helps solidify understanding and builds confidence in applying machine learning techniques to various datasets and scenarios. -
câu hỏi:
What tools and libraries are utilized in this edition?
trả lời: This edition primarily utilizes popular Python libraries such as scikit-learn for traditional machine learning tasks and TensorFlow 2 for deep learning applications. It guides readers on how to set up their development environment and provides code snippets that facilitate practical implementation. Mastering these tools is crucial for developing machine learning applications, making this book a great starting point for aspiring data scientists. -
câu hỏi:
Are there any prerequisites for reading this book?
trả lời: While there are no strict prerequisites, a basic understanding of programming concepts, especially in Python, is beneficial. Readers new to machine learning may also benefit from having prior knowledge of statistics and linear algebra, as these subjects provide a foundation for understanding various algorithms and techniques discussed. Overall, the book is designed to cater to a wide audience, accommodating both beginners and experienced readers. -
câu hỏi:
Can you provide examples of projects or case studies in the book?
trả lời: Certainly! The book features several practical projects, including building a recommendation system, predicting house prices, and classifying images using convolutional neural networks. These case studies not only illustrate the implementation of various machine learning algorithms but also demonstrate their real-life applicability. By working through these projects, readers can enhance their skills and apply machine learning techniques to solve actual business problems. -
câu hỏi:
What is the importance of hyperparameter tuning in the book?
trả lời: Hyperparameter tuning is crucial as it significantly affects the performance of machine learning models. In the book, readers learn about various methods like grid search and random search to optimize model parameters effectively. Understanding how to fine-tune these hyperparameters enables users to improve model accuracy and efficiency, making it essential for anyone looking to achieve high-quality results in their machine learning projects. -
câu hỏi:
Where can I buy Python Machine Learning: Machine Learning and Deep Learning with Python, scikit-learn, and TensorFlow 2, 3rd Edition?
trả lời: You can purchase Python Machine Learning: Machine Learning and Deep Learning with Python, scikit-learn, and TensorFlow 2, 3rd Edition from Ubuy. Ubuy offers a variety of purchasing options and is a reliable platform to acquire the book in Vietnam, ensuring you get the latest edition you need to enhance your knowledge in machine learning.
Python Editorial Review
Python Machine Learning: Machine Learning and Deep Learning with Python, scikit-learn, and TensorFlow 2, 3rd Edition is a comprehensive guide published by Packt Publishing that spans 770 pages. The book delves into vital concepts of machine learning, offering practical examples and theoretical fundamentals that enrich understanding, particularly in Python. Reviewers appreciate the structured approach and the author's method of walking through algorithms using Python and NumPy, providing a hands-on learning experience. However, some have noted issues with printing quality, although replacements have resolved this. Additionally, previous sections on deep learning enhance the book's value, making it suitable for those familiar with Python looking to expand their knowledge in scikit-learn and TensorFlow. The book contains discernible gaps in connecting deep learning concepts seamlessly, prompting readers to refer to external documentation for clarity.
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- Comprehensive coverage of machine learning topics
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- Well-structured content for easy learning
- Thorough explanations of algorithms and math
- Enhanced learning with supplementary PDF notes
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Các tính năng và lợi ích
- Comprehensive guide to machine learning and deep learning with Python
- Covers all the essential machine learning techniques in depth
- Introduces readers to TensorFlow 2.0 and latest additions to scikit-learn
- Explores cutting-edge reinforcement learning techniques based on deep learning
- Ideal for developers and data scientists who want to create practical machine learning and deep learning code
- Teaches principles behind machine learning, allowing you to build models and applications for yourself
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