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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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Learn Python and develop real-world data science projects with step-by-step instructions and curated topics and solutions.
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- 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?
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Beginner Programmers
Ideal for those new to programming, providing a hands-on approach to learning Python basics through projects.
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Aspiring Data Scientists
Perfect for individuals seeking practical experience in data science applications using Python in an engaging manner.
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Visual Learners
Great for learners who benefit from visual and practical examples, allowing them to see immediate results of code.
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Experienced Developers
Not suitable for seasoned programmers as the content may be too elementary and lack advanced concepts.
Product Description
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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