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Deep Learning Patterns and Practices
86% of respondents would recommend this to a friend
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Discover best practices, reproducible architectures, and design patterns to help guide deep learning models from the lab into production. Each valuable technique is presented in a way that's easy to understand and filled with accessible diagrams and code samples.
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What Stands Out
Product Details
| Publisher | Manning |
| Publication date | October 5, 2021 |
| Language | English |
| Print length | 472 pages |
| ISBN-10 | 1617298263 |
| ISBN-13 | 978-1617298264 |
| Item Weight | 1.75 pounds (790 grams) |
| Dimensions | 7.38 x 1 x 9.25 inches (18.7 x 2.5 x 23.5 cm) |
Who Should Buy?
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Data Scientists
Ideal for data scientists looking to leverage deep learning techniques to improve model performance and efficiency.
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Machine Learning Engineers
Great for machine learning engineers who want to implement best practices and patterns for deep learning projects.
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Students and Learners
Beneficial for students and learners who are seeking a structured approach to understanding deep learning concepts.
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Beginners in Programming
Not suitable for complete beginners lacking foundational programming knowledge, as advanced concepts might be overwhelming.
Product Description
Deep Learning Patterns and Practices
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Intelligence & Semantics Editorial Review
**** "Deep Learning Patterns and Practices" has received positive feedback from users, particularly from those in the data science field looking to enhance their understanding of deep learning. Many readers appreciate the historical context it provides, helping them bridge gaps in their knowledge, especially regarding the Idiomatic design patterns such as stem, learner, and task. The book's structured approach to organizing architectural patterns for deep learning modeling is Considered beneficial, especially for practitioners looking to streamline their understanding and application of different models. Though the primary focus is on computer vision, the author manages to present concepts in a way that is applicable to a broader range of deep learning applications. Users have expressed satisfaction with the book's ability to explain complex methodologies without overwhelming them with mathematical intricacies. However, some readers noted a lack of comprehensive coverage on Generative Adversarial Networks (GANs), suggesting that while certain key topics are addressed, the book could have delved deeper into generative modeling. Overall, this book is highly recommended for those seeking an accessible and practical guide to deep learning methods, particularly for those who want to avoid heavy mathematical discussions while focusing on functional application. **
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Pros
- Provides historical context and framework for understanding deep learning.
- Offers a clear organization of architectural patterns for deep learning modeling.
- Accessibility for readers without a strong mathematical background.
- Useful for a broad range of applications beyond just computer vision.
Cons
- Limited coverage of Generative Adversarial Networks (GANs).
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USD 79
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Features & Benefits
- Learn about the internal functioning of modern convolutional neural networks
- Discover procedural reuse design pattern for CNN architectures
- Explore models for mobile and IoT devices
- Understand assembling large-scale model deployments
- Optimize hyperparameter tuning
- Gain insights on migrating a model to a production environment
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