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Beginning Mathematica and Wolfram for Data Science: Applications in Data Analysis, Machine Learning, and Neural Networks
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Enhance your data science programming and analysis with the Wolfram programming language and Mathematica.
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Product Details
| Publisher | Apress |
| Publication date | February 2, 2021 |
| Edition | First Edition |
| Language | English |
| Print length | 439 pages |
| ISBN-10 | 1484265939 |
| ISBN-13 | 978-1484265932 |
| Item Weight | 1.6 pounds (730 grams) |
| Dimensions | 7.01 x 1.04 x 10 inches (17.8 x 2.6 x 25.4 cm) |
Who Should Buy?
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Data Science Beginners
Ideal for those new to data science requiring a structured introduction using Mathematica for analysis and visualization.
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Academics and Researchers
Useful for students and professionals seeking to apply Mathematica in their research projects involving complex data analysis.
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Machine Learning Enthusiasts
A great resource for learners interested in practical applications of machine learning using Wolfram technologies.
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Advanced Programmers
Experienced developers might find the content too basic and lacking advanced programming techniques in Mathematica.
Product Description
Beginning Mathematica and Wolfram for Data Science: Applications in Data Analysis, Machine Learning, and Neural Networks
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Intelligence & Semantics Editorial Review
"Beginning Mathematica and Wolfram for Data Science: Applications in Data Analysis, Machine Learning, and Neural Networks" is a comprehensive guide aimed at those looking to utilize Mathematica for data science. While Mathematica has been around for over 30 years and is not as popular as Python and R in the data science community, this book provides an in-depth exploration of its capabilities. One reviewer, who had previous experience with Mathematica, found the book to be approachable. They appreciated that all the codes described in the text could be downloaded. However, they did mention that the data files mentioned in the book were incomplete, making it difficult to fully understand that aspect. Another critique was that the layout of the book heavily focused on code, with execution examples often treated as diagrams. This may be suitable if running the sequential code in a Mathematica notebook, but it can be challenging for readers who prefer a more traditional text-based format. Additionally, there were concerns about typographical errors and code mistakes introduced from Chapter 8 onwards. Despite these criticisms, it was noted that the book does an excellent job of organizing the vast documentation available for Mathematica in an accessible manner. However, it was suggested that the editors could have taken more time to further enhance the organization of the content. Overall, "Beginning Mathematica and Wolfram for Data Science: Applications in Data Analysis, Machine Learning, and Neural Networks" provides an opportunity to learn about Mathematica's capabilities in data science and machine learning, with a particular emphasis on neural networks.
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Pros
- Comprehensive guide on using Mathematica for data science
- Provides access to downloadable codes
- Explores the applications of Mathematica in machine learning, including neural networks
Cons
- Incomplete data files mentioned in the book
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Features & Benefits
- Learn how to use the Wolfram programming language and Mathematica for data science
- Explore data, create datasets, and work with data frames and tables
- Import, export, analyze, and visualize data using Mathematica
- Utilize the Wolfram data repository for data analysis
- Build reports on data analysis using Mathematica
- Apply machine learning algorithms such as linear regression and decision trees using Mathematica
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