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Hands-On Machine Learning with C++: Build, train, and deploy end-to-end machine learning and deep learning pipelines
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This handy guide will help you learn the fundamentals of machine learning (ML), showing you how to use C++ libraries to get the most out of your data.
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產品詳情
- Learn to implement supervised and unsupervised machine learning algorithms using C++ libraries such as PyTorch C++ API, Caffe2, Shogun, Shark-ML, mlpack, and dlib with real-world examples and datasets
- Understand data processing, performance measuring, and model selection using various C++ libraries
- Gain practical experience in deploying machine learning models to work on mobile and embedded devices
- Explore techniques including product recommendations, ensemble learning, and anomaly detection using modern C++ libraries
- Discover how to handle production and deployment challenges on mobile and cloud platforms
- Develop the skills to use C++ to build powerful machine learning systems and proficient understanding of C++ language is required
| Publisher | Packt Publishing |
| Publication date | May 15, 2020 |
| Language | English |
| Print length | 530 pages |
| ISBN-10 | 1789955335 |
| ISBN-13 | 978-1789955330 |
| Item Weight | 2.21 pounds (1 kg) |
| Dimensions | 7.5 x 1.2 x 9.25 inches (19.1 x 3 x 23.5 cm) |
Who Should Buy?
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Beginner Developers
New developers can learn machine learning concepts effectively through practical examples and hands-on projects with C++.
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Data Scientists
Data scientists looking to implement machine learning models in production will benefit from end-to-end project coverage.
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C++ Enthusiasts
C++ programmers eager to apply their skills to machine learning will find this book particularly useful and engaging.
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Non-Technical Users
Users without a programming background may struggle with the technical content and programming requirements of the book.
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HKD 626
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特色和優勢
- Learn the fundamentals of machine learning using C++ libraries.
- Implement supervised and unsupervised ML algorithms through real-world examples.
- Tune and optimize models for different use cases, measure performance.
- Handle production and deployment challenges on mobile and cloud platforms.
- Use C++ to build powerful ML systems.
- Suitable for beginners and professionals with working knowledge of C++.
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