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Machine Learning for Hackers: Case Studies and Algorithms to Get You Started
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If you’re an experienced programmer interested in crunching data, this book will get you started with machine learning―a toolkit of algorithms that enables computers to train themselves to automate useful tasks.
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What Stands Out
Product Details
- A book that introduces machine learning and statistics tools through hands-on case studies
- Focuses on specific problems in machine learning, such as classification, prediction, optimization, and recommendation
- Teaches how to analyze sample datasets and write simple machine learning algorithms using R programming language
- Suitable for programmers from various backgrounds: business, government, and academic research
- Includes practical examples like developing a spam email classifier, predicting website page views, breaking letter ciphers, and building a recommendation system from Twitter data
- Published by O'Reilly, a trusted brand that shares the knowledge of experts to inspire innovation
| Publisher | O'Reilly |
| Publication date | March 20, 2012 |
| Edition | First Edition |
| Language | English |
| Print length | 320 pages |
| ISBN-10 | 1449303714 |
| ISBN-13 | 978-1449303716 |
| Item Weight | 1.14 pounds (520 grams) |
| Dimensions | 7 x 0.75 x 9.19 inches (17.8 x 1.9 x 23.3 cm) |
| Country of Origin | This item will be imported from US |
| Date First Available | April 10, 2021 |
| What is in the box | Machine Learning for Hackers:... For more details, please check description/product details |
Who Should Buy?
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Aspiring Data Scientists
Ideal for those starting in data science, providing practical case studies to build foundational machine learning skills.
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Software Engineers
Perfect for software engineers looking to enhance their coding skills with data analysis and machine learning techniques.
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Tech Entrepreneurs
Useful for entrepreneurs who want to implement machine learning solutions in their products for competitive advantage.
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Complete Beginners
Not suitable for individuals with no prior programming or statistics knowledge, as it may be overwhelming and complex.
Product Description
Machine Learning for Hackers: Case Studies and Algorithms to Get You Started
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Machine Theory Editorial Review
Machine Learning for Hackers: Case Studies and Algorithms to Get You Started is a book that aims to teach readers how to implement machine learning solutions using the R programming language. The book Consists of 10 case studies that cover various topics related to machine learning. One of the strengths of the book is its descriptive nature, as the authors provide detailed explanations on how to write R code. This makes it suitable for readers who have little to no experience with computer programming. However, it is important to note that the book focuses more on R programming rather than delving deep into the mathematical theory behind machine learning. While the case studies offer practical examples, some readers commented that the authors lack a strong understanding of the mathematical aspects of machine learning. They mention that the book relies more on a trial-and-error approach rather than thoroughly explaining how the algorithms work. Another criticism is that the book includes extensive background information sections that may be too long for those with a solid mathematical or statistical background. Some readers felt that the treatment of machine learning topics was too superficial, making it difficult to implement the methods described in the book. On the positive side, readers appreciated the parsimonious writing style, interesting examples, and clever coding. They also noted that the book is less expensive and easier to understand compared to other texts on the subject. In terms of the Cons, it's worth mentioning that some of the code included in the book is outdated, and there are sections that cover peripheral tasks that can be skipped. To summarize, Machine Learning for Hackers: Case Studies and Algorithms to Get You Started is a decent introduction to machine learning using the R programming language. It may be more suitable for readers who have little programming experience and want to gain a basic understanding of machine learning concepts. However, those with a stronger mathematical or statistical background might find the book's treatment of machine learning topics to be too superficial.
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Pros
- Descriptive explanations on how to write R code
- Interesting case studies
- Clever coding
- Less expensive and easier to understand than other texts on the subject
Cons
- Lack of in-depth explanation of the mathematical theory behind machine learning
Product Price History
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Features & Benefits
- Ideal for experienced programmers
- Focuses on practical case studies
- Uses the R programming language
- Covers classification, prediction, optimization, and recommendation
- Includes hands-on exercises and examples
- Applicable to various industries and fields
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