Practical Deep Learning: A Python-Based Introduction
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Practical Deep Learning: A Python-Based Introduction
Practical Deep Learning teaches total beginners how to build the datasets and models needed to train neural networks for your own DL projects
Practical Deep Learning: A Python-Based Introduction
Articol nr.: 25664725

Practical Deep Learning: A Python-Based Introduction

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Articol nr.: 25664725

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Practical Deep Learning teaches total beginners how to build the datasets and models needed to train neural networks for your own DL projects
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Ce Iese în evidență

Hands-On Learning
Engages learners through practical exercises, allowing users to apply deep learning concepts directly in Python, enhancing retention and understanding for aspiring data scientists.
Accessible Content
Designed for beginners, the book simplifies complex topics, making deep learning approachable without compromising on technical depth, perfect for those new to the field.
Real-World Applications
Focuses on practical use cases in industry, equipping readers with skills to solve actual problems in data-driven environments, increasing their job readiness and relevance.

Detalii produs

Discover the power of Practical Deep Learning with our Python-Based Introduction. Buy now on Ubuy România for tech enthusiasts.
  • Teaches beginners how to build datasets and models for training neural networks
  • Focuses on the subfield of machine learning known as deep learning
  • Explains core concepts and provides a foundation to start building models
  • Requires basic familiarity with computer programming and high school math
  • Covers topics such as building a good training dataset and using libraries like scikit-learn and Keras
  • Includes how to use classic machine learning models, neural networks, and convolutional neural networks
Publisher No Starch Press
Publication date February 23, 2021
Language English
Print length 464 pages
ISBN-10 1718500742
ISBN-13 978-1718500747
Item Weight 1.71 pounds (780 grams)
Dimensions 7.13 x 0.94 x 9.25 inches (18.1 x 2.4 x 23.5 cm)

Cine Ar Trebui să Cumpere?

Suitable For
  • Beginners in AI

    Ideal for those new to artificial intelligence, offering a hands-on approach to deep learning concepts with Python.

  • Data Science Students

    Perfect for students looking to build a strong foundational understanding of deep learning techniques using practical examples.

  • Professionals Upskilling

    Great for professionals seeking to enhance their data science skills by learning deep learning with practical Python applications.

Not Suitable For
  • Experienced Practitioners

    May not offer sufficient depth or challenge for seasoned professionals already well-versed in deep learning methods.

DESCRIEREA PRODUSULUI

Aveți întrebări? Discutați cu noi

Întrebări și răspunsuri ale clienților

  • Întrebare: What is the focus of 'Practical Deep Learning: A Python-Based Introduction'?

    Răspuns: The book primarily focuses on providing a hands-on guide to deep learning using Python. It emphasizes practical implementation over theoretical concepts, allowing readers to learn through real-world examples. This approach is particularly beneficial for programmers and data scientists looking to apply deep learning in various projects, such as image recognition or natural language processing.
  • Întrebare: Who is the target audience for this book?

    Răspuns: The intended audience includes aspiring data scientists, machine learning enthusiasts, and developers with basic knowledge of Python. It is also suitable for educators looking to incorporate deep learning into their curriculum. The practical examples and step-by-step exercises make it accessible for those who may not have a strong background in mathematics or statistics, enabling them to grasp complex concepts easily.
  • Întrebare: What prior knowledge is recommended before reading this book?

    Răspuns: Readers are encouraged to have a foundational understanding of Python programming and basic concepts of machine learning. Familiarity with libraries such as NumPy and Pandas will enhance the learning experience. Having a grasp of fundamental mathematics, particularly linear algebra and calculus, can be beneficial, as some concepts in deep learning build on these principles, helping readers understand model behaviors more profoundly.
  • Întrebare: What type of projects are included in the book?

    Răspuns: The book includes various hands-on projects that demonstrate the applicability of deep learning across different domains. Examples range from building neural networks for image classification to creating models for text generation. These projects not only illustrate theoretical concepts but also provide a practical framework for readers to implement their own deep learning solutions in real applications like chatbots and recommendation systems.
  • Întrebare: Is 'Practical Deep Learning' suitable for beginners?

    Răspuns: Yes, this book is specifically designed to cater to beginners in deep learning. It breaks down complex topics into digestible segments, starting from the basics and gradually progressing to advanced topics. Each chapter builds upon the previous one while providing ample exercises that reinforce learning, ensuring that even those new to the field can grasp essential concepts and techniques confidently.
  • Întrebare: What tools or software do I need to follow along with the book?

    Răspuns: To effectively engage with the content, readers should have access to a development environment such as Jupyter Notebook or any IDE that supports Python. Additionally, installing libraries like TensorFlow or PyTorch will be necessary for executing the provided code examples. These tools will enable learners to experiment with code and improve their understanding of how different deep learning models work.
  • Întrebare: Can this book help me transition to a career in data science?

    Răspuns: Absolutely. 'Practical Deep Learning: A Python-Based Introduction' equips readers with valuable skills and knowledge that are highly sought after in the field of data science. By completing the practical exercises and projects, readers not only enhance their portfolio but also build confidence in applying deep learning techniques, making them stronger candidates for roles in data analysis, machine learning engineering, and artificial intelligence.
  • Întrebare: Does the book require a specific version of Python?

    Răspuns: The book is generally compatible with Python 3. It is recommended for readers to use Python 3.x to ensure compatibility with the latest packages used throughout the text. Keeping your Python and essential libraries up to date will eliminate potential issues with syntax differences or deprecated functions, ensuring a smoother experience as you follow along with the examples.
  • Întrebare: What distinguishes this book from other deep learning books?

    Răspuns: What sets this book apart is its practical, application-oriented approach. While many texts focus on theoretical aspects, this book prioritizes real-world implementations, making it particularly valuable for readers who prefer learning by doing. The inclusion of diverse projects spanning various industries allows readers to see the direct impact of deep learning, enhancing both understanding and retention of the material.
  • Întrebare: Where can I buy 'Practical Deep Learning: A Python-Based Introduction' in Romania?

    Răspuns: You can purchase 'Practical Deep Learning: A Python-Based Introduction' from Ubuy in Romania. Ubuy offers a user-friendly shopping experience, making it easy to find the book and access additional resources related to deep learning and Python programming.

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Caracteristici și avantaje

  • Explains core concepts of deep learning
  • Learn to build a good training dataset
  • Develop a successful deep learning model from scratch
  • Conduct experiments along the way
  • Perfect introduction for beginners
  • Gain skills and confidence to start your own machine learning projects

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