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Data Science Bookcamp: Five real-world Python projects
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Learn data science with Python by building five real-world projects!
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Product Details
- Learn data science with Python by building five real-world projects
- Techniques for computing and plotting probabilities
- Statistical analysis using Scipy
- Organize datasets with clustering algorithms
- Visualize complex multi-variable datasets
- Train a decision tree machine learning algorithm
| Publisher | Manning |
| Publication date | November 30, 2021 |
| Edition | 1st |
| Language | English |
| Print length | 704 pages |
| ISBN-10 | 1617296252 |
| ISBN-13 | 978-1617296253 |
| Item Weight | 2.54 pounds (1.15 kg) |
| Dimensions | 7.38 x 1.1 x 9.25 inches (18.7 x 2.8 x 23.5 cm) |
Who Should Buy?
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Aspiring Data Scientists
Ideal for individuals wanting to build practical Python skills through real-world data science projects.
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Students in Tech
Perfect for college students in computer science or related fields seeking hands-on experience with data analysis.
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Professionals Upgrading Skills
Beneficial for tech professionals looking to pivot into data science or enhance their existing Python capabilities.
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Complete Beginners
Not suitable for those without any prior programming knowledge, as foundational concepts may be challenging to grasp.
Product Description
Data Science Bookcamp: Five real-world Python projects
Product Buying Guide
Data Science Bookcamp is a comprehensive guide designed to help you learn data science through Python by working on five real-world projects. It is suitable for readers who have a basic understanding of Python and do not require any prior data science or machine learning skills. This buying guide will provide you with a detailed overview of the product specifications, key features, usage scenarios, competitor analysis, user reviews, price analysis, buying considerations, and a conclusion to help you make an informed decision.
Product Specifications
- Author: Leonard Apeltsin
- Publisher: Manning Publications
- Format: Print book with free eBook in PDF, Kindle, and ePub formats
- Pages: Detailed setup instructions and fully explained solutions
Key Features
- Five realistic projects including card game predictions, disease outbreak tracking, and more
- Techniques for computing and plotting probabilities, statistical analysis using Scipy
- Organizing datasets with clustering algorithms, visualization of complex multi-variable datasets
- Training a decision tree machine learning algorithm, web scraping, and NLP analysis
- Suitable for readers with basic Python knowledge
Usage Scenarios
- Learning data science with Python through real-world projects
- Experimenting with card game predictions and disease outbreak tracking
- Applying advanced analytics to uncover healthcare fraud, waste, and abuse
- Building confidence in data science skills through detailed solutions and setup instructions
Usage Scenarios
- Python Data Science Handbook by Jake VanderPlas
- Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow by Aurélien Géron
Some User Review
- The projects are diverse and practical, providing a hands-on learning experience.
- The detailed solutions helped me understand the common failure points and how to troubleshoot them.
- The book is suitable for those looking to enter the field of data science without prior experience.
Competitors
- The price is competitive compared to similar data science books in the market.
- The free eBook in multiple formats adds value to the purchase.
Buying Considerations
- Consider your existing Python knowledge to ensure this book aligns with your skill level.
- Evaluate the practicality of the projects and whether they align with your learning objectives.
- Compare the price with similar books available in the market to ensure you are getting a competitive deal.
- Check the availability of the free eBook formats suitable for your reading preferences.
Conclusion
Data Science Bookcamp offers an immersive learning experience for readers interested in mastering data science with Python. With its diverse projects, detailed solutions, and practical approach, it equips you with the skills needed to embark on a successful data science career.
View LessData Science Bookcamp is a comprehensive guide designed to help you learn data science through Python by working on five real-world projects. It is suitable for readers who have a basic understanding of Python and do not require any prior data science or machine learning skills. This buying guide will provide you with a detailed overview of the product specifications, key features, usage scenarios, competitor analysis, user reviews, price analysis, buying considerations, and a conclusion to help you make an informed decision. Continue Reading
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Features & Benefits
- Techniques for computing and plotting probabilities
- Statistical analysis using Scipy
- Organize datasets with clustering algorithms
- Visualize complex multi-variable datasets
- Train a decision tree machine learning algorithm
- No prior data science or machine learning skills required.
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