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Deep Learning with TensorFlow: Explore neural networks and build intelligent systems with Python, 2nd Edition
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Detalhes do produto
| Publisher | Packt Publishing |
| Publication date | March 30, 2018 |
| Edition | 2nd Revised edition |
| Language | English |
| Print length | 276 pages |
| ISBN-10 | 1788831101 |
| ISBN-13 | 978-1788831109 |
| Item Weight | 1.82 pounds (830 grams) |
| Dimensions | 7.5 x 1.09 x 9.25 inches (19.1 x 2.8 x 23.5 cm) |
Quem Deverá Comprar?
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Beginner Learners
Ideal for individuals new to deep learning, offering foundational concepts and practical examples for easy understanding.
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AI Practitioners
Suitable for professionals looking to enhance their skills in building neural networks using TensorFlow and Python.
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Academics & Researchers
Useful for students and researchers wanting to explore advanced deep learning techniques in a structured manner.
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Advanced Experts
Not suitable for experienced practitioners seeking in-depth theoretical frameworks or cutting-edge research methodologies.
DESCRIÇÃO DO PRODUTO
Deep Learning with TensorFlow: Explore neural networks and build intelligent systems with Python, 2nd Edition
Perguntas e respostas do cliente
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Pergunta:
What topics are covered in 'Deep Learning with TensorFlow, 2nd Edition'?
Resposta: This book covers a wide range of topics related to deep learning using TensorFlow, including foundational concepts of neural networks, supervised and unsupervised learning, and specific architectures like convolutional and recurrent neural networks. The authors delve into practical applications, demonstrating how to build intelligent systems and implement machine learning algorithms using Python, making it suitable for both beginners and experienced practitioners looking to enhance their skills in deep learning. -
Pergunta:
Is this book suitable for beginners in deep learning?
Resposta: Yes, 'Deep Learning with TensorFlow, 2nd Edition' is designed with both beginners and intermediate learners in mind. It starts with the basics of machine learning before gradually introducing more complex concepts and practical implementations. This structured approach makes it easier for newcomers to grasp the essentials of deep learning, while still providing valuable insights for those with prior knowledge, such as hands-on coding examples and case studies. -
Pergunta:
What programming knowledge is required to understand the content?
Resposta: To get the most out of 'Deep Learning with TensorFlow, 2nd Edition', readers should have a basic understanding of Python programming. Familiarity with libraries like NumPy and Pandas will also be beneficial. The book includes step-by-step code examples that guide readers through practical implementations, making it an excellent resource for those looking to apply their Python skills in the exciting field of deep learning. -
Pergunta:
Does the book offer practical examples and projects?
Resposta: Absolutely! One of the highlights of 'Deep Learning with TensorFlow, 2nd Edition' is its focus on practical examples. The authors provide several projects that help readers apply theoretical knowledge to real-world scenarios, such as image classification, natural language processing, and reinforcement learning. This hands-on approach not only solidifies understanding but also equips readers with the experience to tackle similar projects in their own work. -
Pergunta:
How does this edition differ from the previous one?
Resposta: The 2nd Edition of 'Deep Learning with TensorFlow' has been significantly updated to reflect the latest advancements in deep learning technology and TensorFlow capabilities. Key additions include new topics on advanced neural networks, improved tutorial sections, and revised frameworks. These updates ensure that readers have access to the most current tools and techniques, making it a relevant choice for anyone looking to stay at the forefront of deep learning research and applications. -
Pergunta:
Can this book help with career advancement in AI?
Resposta: Yes, reading 'Deep Learning with TensorFlow, 2nd Edition' can significantly enhance career prospects in the field of artificial intelligence. By acquiring in-depth knowledge of neural networks and machine learning through TensorFlow, readers become more competitive candidates for roles in data science, AI development, and machine learning engineering. The skills gained from this book can be applied in various sectors such as healthcare, finance, and tech startups, where AI-driven solutions are increasingly in demand. -
Pergunta:
What is the level of math required for this book?
Resposta: While 'Deep Learning with TensorFlow, 2nd Edition' does utilize some mathematical concepts, a comprehensive understanding is not strictly necessary. Basic knowledge of linear algebra, calculus, and statistics can enhance comprehension of the algorithms and techniques discussed. However, the authors explain complex mathematical ideas in an accessible manner, allowing readers to focus more on application than theory. This balance makes the book approachable for readers with a range of math backgrounds. -
Pergunta:
Are there online resources or community support available?
Resposta: Yes, readers of 'Deep Learning with TensorFlow, 2nd Edition' can benefit from various online resources, including forums, dedicated groups, and supplementary materials provided by the authors. Many platforms, such as GitHub and Stack Overflow, host discussions on real-world applications and challenges faced while learning. Engaging with these communities can provide additional support, clarifying doubts, and fostering collaboration with fellow learners and practitioners in the field of deep learning. -
Pergunta:
What is the primary audience for this book?
Resposta: The primary audience for 'Deep Learning with TensorFlow, 2nd Edition' includes students, educators, and professionals in the tech and data science fields who are interested in advancing their knowledge of deep learning technologies. Furthermore, tech enthusiasts eager to explore artificial intelligence and its practical applications will find this book to be an essential resource. The comprehensive coverage combined with practical exercises makes it ideal for self-learners and formal education alike. -
Pergunta:
Where can I buy 'Deep Learning with TensorFlow: Explore neural networks and build intelligent systems with Python, 2nd Edition' in São Tomé and Príncipe?
Resposta: You can purchase 'Deep Learning with TensorFlow: Explore neural networks and build intelligent systems with Python, 2nd Edition' from Ubuy in São Tomé and Príncipe. Ubuy is a reliable e-commerce platform that offers a wide range of books and educational resources, ensuring that you can access the latest edition seamlessly. By choosing Ubuy, you benefit from a straightforward purchasing process and a selection of related products to enhance your deep learning journey.
Software Development Editorial Review
**** "Deep Learning with TensorFlow: Explore neural networks and build intelligent systems with Python, 2nd Edition" presents a mixed experience for readers diving into the world of deep learning. The book boasts a well-organized overview of TensorFlow, which many users appreciated as a solid introduction to the subject. It stands out by integrating the native TensorFlow framework rather than solely relying on Keras, offering a deeper insight into the functionality of the library. However, these strengths are somewhat overshadowed by critical feedback regarding the amount of explanation accompanying the code. While the authors do provide examples and demonstrate coding practices, many readers felt that the explanations lacked sufficient depth and clarity. Users pointed out that the book often reads like a code repository rather than a comprehensive instructional guide, making it challenging for less experienced readers or those new to neural networks to fully grasp the concepts presented. The haste in which the code was explained left several feeling that they needed more thorough guidance, especially regarding the rationale behind specific choices in the coding process. Despite its shortcomings, the book is still viewed as an effective resource for those who are already familiar with foundational concepts in neural networks. More advanced learners can benefit from the structured approach to learning TensorFlow, while beginners may find themselves navigating a steep learning curve without adequate support. **
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Prós
- Comprehensive overview of TensorFlow.
- Utilizes native TensorFlow, providing a deeper understanding.
- Structured approach to learning deep learning concepts.
Contras
- Explanations accompanying code are often sparse and lacking detail.
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Recursos e benefícios
- Learn advanced deep learning techniques using TensorFlow.
- Explore neural networks and complex data abstraction.
- Gain practical knowledge through real-world deep learning problems.
- Develop applications using various neural network types.
- Leverage GPU computing for efficient machine learning.
- Access and manipulate public datasets effectively with TensorFlow.
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