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Data Analysis with Open Source Tools: A Hands-On Guide for Programmers and Data Scientists
80% of respondents would recommend this to a friend
XCD 75
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An indispensable text for aspiring data scientists.
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What Stands Out
Product Details
| Publisher | O'Reilly Media |
| Publication date | December 28, 2010 |
| Edition | 1st |
| Language | English |
| Print length | 530 pages |
| ISBN-10 | 0596802358 |
| ISBN-13 | 978-0596802356 |
| Item Weight | 7.4 ounces (209.79 grams) |
| Dimensions | 7 x 1.4 x 9.19 inches (17.8 x 3.6 x 23.3 cm) |
Who Should Buy?
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Aspiring Data Scientists
Individuals seeking practical experience in data analysis and using open source tools to enhance their skills.
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Programmers Interested in Data
Developers looking to expand their expertise by applying programming skills to real-world data analysis challenges.
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Open Source Enthusiasts
Users passionate about open source technologies who want to leverage free tools for effective data analysis.
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Complete Beginners
Those with no prior programming or data analysis experience may struggle with the hands-on approach of this book.
Product Description
Data Analysis with Open Source Tools: A Hands-On Guide for Programmers and Data Scientists
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Data Mining Editorial Review
**** "Data Analysis with Open Source Tools: A Hands-On Guide for Programmers and Data Scientists" offers a balanced introduction to data analysis, although its primary focus on statistical methods and mathematical rigor may not cater to every reader’s needs. Targeted towards those with an academic background, the book employs mathematical notation over coding examples, which might pose challenges for readers whose programming skills are stronger than their mathematical capabilities. While some reviewers noted that the content organization feels disconnected and that the initial chapters are heavily math-oriented, many commend the author’s writing style. Readers appreciated how concepts are explained in a friendly, coworker-like tone, fostering comprehension of complex ideas. The book's structure allows for flexibility: if a particular chapter isn't relevant, it’s easy to move on to another topic. It emphasizes practical applications, encouraging a mindset focused on problem-solving without getting bogged down by the intricacies of precision. However, the book has its share of criticisms, including errors in formulas and a lack of working code examples for various techniques discussed. The promise of a comprehensive guide to open source tools proves misleading, as only a small portion of the content pertains to specific tools. Despite these shortcomings, readers agree that the book provides an informative overview of several important techniques, making it a worthwhile reference for beginners and experienced practitioners alike. Overall, while it may not serve as a definitive reference for open source tools, its thorough exploration of data analysis principles and encouragement of practical application render it a valuable addition to a programmer or data scientist's library. **
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Pros
- Excellent introduction to data analysis concepts
- Clear and engaging writing style
- Offers a broad overview of various topics, from basic statistics to advanced techniques
- Encourages practical problem-solving rather than focus on theoretical precision
- Flexible structure allows for easy topic navigation
Cons
- Not a comprehensive guide on open source tools as advertised
Product Price History
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XCD 75
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Features & Benefits
- Learn essential data analysis techniques for business environments.
- Hands-on workshops help solidify concepts after each chapter.
- Discover how to visually represent data with graphics.
- Become proficient in computational methods like simulation and clustering.
- Understand financial calculations and predictive analytics.
- Familiarize yourself with various open source programming environments.
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