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Machine Learning Algorithms: A reference guide to popular algorithms for data science and machine learning
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Build a strong foundation for entering the world of Machine Learning and data science with the help of this comprehensive guide.
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Produkta informācija
- Comprehensive guide to mastering popular Machine Learning algorithms
- Covers supervised, unsupervised, reinforcement, and semi-supervised learning
- Includes practical implementation of algorithms like Linear Regression, SVM, Naive Bayes
- Introduces Natural Processing Language and Recommendation systems
- Teaches feature selection, engineering, model tuning, and ML architecture creation
- Addresses performance assessment and error trade-offs for algorithms
| Publisher | Packt Publishing |
| Publication date | July 24, 2017 |
| Language | English |
| Print length | 360 pages |
| ISBN-10 | 1785889621 |
| ISBN-13 | 978-1785889622 |
| Item Weight | 1.36 pounds (620 grams) |
| Dimensions | 7.5 x 0.82 x 9.25 inches (19.1 x 2.1 x 23.5 cm) |
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Machine Learning Algorithms: A reference guide to popular algorithms for data science and machine learning
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Data Processing Editorial Review
**** The product in question, "Machine Learning Algorithms: A reference guide to popular algorithms for data science and machine learning," presents a mixed reception among its readers. Many users appreciate the book for its comprehensive approach and in-depth treatment of various algorithms, emphasizing its strong mathematical grounding and accompanying Python code. This aspect makes it particularly suitable for individuals who are seeking a more rigorous exploration of machine learning rather than a simplified overview. Some readers value it as a reference text that they can keep handy for quick Consultations rather than a casual read. Conversely, there are critiques regarding the clarity and depth of the mathematical explanations provided within the book. A few reviewers noted a lack of sufficient definitions or explanations accompanying the mathematical formulas, which could leave some users struggling to grasp the underlying concepts fully. Additionally, some readers felt that the book predominantly focuses on summarizing the Scikit-Learn package rather than offering a wider perspective on the math of machine learning algorithms. Overall, this reference guide may serve well for readers with a solid foundation in algorithm knowledge looking for an authoritative resource. However, those seeking a more introductory or detailed mathematical exploration may find it lacking in certain areas. **
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Pros
- Comprehensive and detailed coverage of algorithms
- Strong mathematical foundations with Python code examples
- Suitable as a reference guide for quick lookup
Mīnusi
- Some formulas lack proper explanation or background
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Funkcijas un priekšrocības
- One-stop solution for mastering Machine Learning.
- Learn the important Machine Learning algorithms used in data science.
- Understand how the algorithms work and their practical implementations.
- Master selecting Machine Learning algorithms for clustering, classification, or regression based on the problem.
- Acquire knowledge of Natural Processing Language and Recommendation Systems.
- Create a Machine Learning Architecture from scratch.
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