Who is the target audience for this book?

This book caters to aspiring programmers, data enthusiasts, and beginners eager to learn Python programming within the realm of data science. It is particularly beneficial for readers with little or no prior coding experience, as it emphasizes practical, project-based learning. By following along with the hands-on projects, readers can build confidence and skill in Python, making it an ideal choice for students, professionals transitioning to coding, or anyone looking to enhance their programming abilities.

What kind of projects can I expect in this book?

Readers can expect a variety of engaging projects focused on data science applications, such as data visualization tools, statistical analysis programs, or machine learning models. Each project is designed to provide a step-by-step guide, helping you understand the underlying principles of Python programming and data science concepts. By building these applications, you’ll not only learn to code but also gain valuable skills that can be applied in real-world scenarios, enhancing your career prospects.

Is prior knowledge of programming required to use this book?

No prior programming knowledge is required to start this book. The author has structured the content to facilitate gradual learning, making it accessible for complete beginners. Each chapter builds on the last, introducing new concepts and technologies at a manageable pace. This approach fosters a supportive learning environment where readers can acquire programming skills at their own pace while developing real applications that reinforce their knowledge.

What programming frameworks or libraries will I learn about?

Throughout the book, readers will encounter popular Python libraries and frameworks essential for data science. These may include libraries such as Pandas for data manipulation, Matplotlib for data visualization, and Scikit-learn for machine learning. Utilizing these tools will empower you to analyze data effectively and create complex applications. Familiarity with these libraries opens up new opportunities and equips you with essential skills for pursuing a career in data science or analytics.

How does this book differ from other Python learning resources?

This book stands out by its unique emphasis on project-based learning, integrating practical application with theoretical concepts. While many resources take a traditional approach to teaching Python, this guide immerses readers in real data science projects that promote active learning. This combination ensures a deeper, more thorough understanding of the material as you apply the knowledge immediately, solidifying your grasp of Python and data science practices.

Can I use this book to prepare for data science certifications?

Yes, using this book can provide a solid foundation for those considering data science certifications. Through its project-based approach, readers acquire the essential programming skills and practical knowledge necessary for various certifications. As you delve into real-world applications, you're also practicing crucial data science concepts, making this resource an excellent preparatory tool for those seeking formal qualifications or career advancement in the data science field.

Will I get support if I have questions while using the book?

While the book itself may not offer direct support, many readers find online communities and forums beneficial for discussing concepts and sharing experiences. Platforms like Stack Overflow, Reddit, and specific data science forums can serve as excellent resources for connecting with other learners and finding answers to your questions. Engaging with these communities can greatly enhance your learning experience as you can exchange ideas and solutions with fellow Python enthusiasts.

Is this book suitable for both beginners and intermediate programmers?

Yes, this book is designed to be inclusive for both beginners and intermediate programmers. Beginners will find the clear explanations and step-by-step projects very helpful, while intermediate learners can utilize the material to refine their skills and tackle new challenges. The author's practical approach provides a differentiated learning experience, allowing readers at various skill levels to benefit from their engagement with Python programming and data science.

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Learn Python by Building Data Science Applications: A fun, project-based guide to learning Python 3 while building real-world apps

Learn Python and develop real-world data science projects with step-by-step instructions and curated topics and solutions.

Item #: 42719670

Learn Python by Building Data Science Applications: A fun, project-based guide to learning Python 3 while building real-world apps

Q: What is 'Learn Python by Building Data Science Applications' about?

This book is a project-based guide designed to teach readers how to learn Python 3 through the creation of real-world data science applications. It combines theory and practice, allowing you to grasp programming concepts while also getting hands-on experience. You will engage with practical projects, enhancing your understanding of Python programming in a relatable context, making it easier for beginners to learn and apply skills.

Q: Where can I buy 'Learn Python by Building Data Science Applications' in Hong Kong?

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What Stands Out

Project-Based Learning

Engages learners through hands-on projects, ensuring practical understanding of Python while building real-world data science applications.

Beginners Friendly

Designed for beginners, offering clear explanations and easy-to-follow tutorials that foster a solid foundation in Python and data science concepts.

Comprehensive Resources

Includes a variety of resources such as code samples and exercises that enhance learning, making complex topics accessible and enjoyable for all users.

Product Details

Learn Python and develop real-world data science projects using step-by-step instructions
Curated list of topics and solutions covering initial data collection, analysis, and production
Master programming basics, idiomatic code, testing, and debugging in Python
Explore Python data science packages like NumPy, Pandas, scikit-learn, Altair, and Datashader
Perform data analysis, train models, interpret results, and share machine learning models as a microservice
Code in Python, deploy continuous integration, create packages, perform data visualization, and make machine learning models accessible

Publisher	Packt Publishing
Publication date	August 30, 2019
Language	English
Print length	482 pages
ISBN-10	1789535360
ISBN-13	978-1789535365
Item Weight	1.81 pounds (820 grams)
Dimensions	7.5 x 1.09 x 9.25 inches (19.1 x 2.8 x 23.5 cm)

Who Should Buy?

Beginner Programmers
Ideal for those new to programming, providing a hands-on approach to learning Python basics through projects.
Aspiring Data Scientists
Perfect for individuals seeking practical experience in data science applications using Python in an engaging manner.
Visual Learners
Great for learners who benefit from visual and practical examples, allowing them to see immediate results of code.

Experienced Developers
Not suitable for seasoned programmers as the content may be too elementary and lack advanced concepts.

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Learn Python by Building Data Science Applications: A fun, project-based guide to learning Python 3 while building real-world apps

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Python Editorial Review

Learn Python by Building Data Science Applications: A fun, project-based guide to learning Python 3 while building real-world apps offers an engaging approach to mastering programming; however, it has faced criticism for its complexity. With a substantial print length of 482 pages, the book claims to be designed for complete beginners, yet many readers found the explanations lacking, particularly in complicated topics like data cleaning and datascraping, which are often confusing without proper guidance. Although its basis in practical applications is appealing, sequential hurdles may impede the learning process for those new to the language.

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Pros

Engaging project-based learning approach
Comprehensive coverage of data science applications
Large print length for in-depth study
Published by a reputable publisher
Focus on real-world Python usage

Cons

Complexity may overwhelm true beginners

Product Price History

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Features & Benefits

Build data science applications with Python and its data science ecosystem
Learn Python from basics to data analysis and machine learning
Create and package your code, test it with PyTest and deploy it with git

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Learn Python by Building Data Science Applications: A fun, project-based guide to learning Python 3 while building real-world apps

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