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Introduction to Data Science: Data Analysis and Prediction Algorithms with R (Chapman & Hall/CRC Data Science Series)
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Introduction to Data Science: Data Analysis and Prediction Algorithms with R introduces concepts and skills that can help you tackle real-world data analysis challenges.
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Détails du produit
- Introduces data analysis and prediction algorithms in the context of real-world challenges
- Covers probability, statistical inference, linear regression, machine learning, R programming, data visualization, data wrangling, predictive algorithm building, UNIX/Linux shell, Git and GitHub, and reproducible document preparation
- Serves as a textbook for a first course in data science, requiring no previous R knowledge
- Divided into six parts: R, data visualization, statistics with R, data wrangling, machine learning, and productivity tools, with motivating case studies throughout
- Offers a solutions manual for registered instructors and includes exercises to prepare learners for advanced concepts and skills in data science
- Highly recommended to complement with a probability and statistics textbook for in-depth understanding of statistical concepts
| Publisher | Chapman and Hall/CRC |
| Publication date | November 8, 2019 |
| Edition | 1st |
| Language | English |
| Print length | 713 pages |
| ISBN-10 | 0367357984 |
| ISBN-13 | 978-0367357986 |
| Item Weight | 3.65 pounds (1.66 kg) |
| Dimensions | 7.25 x 1 x 10 inches (18.4 x 2.5 x 25.4 cm) |
| Part of series | Chapman & Hall/CRC Data Science |
À qui est-ce destiné ?
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Aspiring Data Scientists
Individuals looking to build foundational skills in data analysis and predictive modeling using R programming.
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Students in Academia
University students enrolled in data science or statistics courses needing a comprehensive guide to practical skills.
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Professionals Transitioning
Career changers seeking to enhance their analytical skills for roles requiring data-driven decision making.
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Absolute Beginners
Those with no prior experience in programming or statistics may find the material challenging to comprehend.
DESCRIPTION DU PRODUIT
Product Buying Guide
Introduction to Data Science: Data Analysis and Prediction Algorithms with R is a comprehensive textbook aimed at individuals looking to tackle real-world data analysis challenges. The book covers a wide range of concepts and skills including R programming, data visualization, statistical inference, machine learning, and more.
Product Specifications
- First Edition
- Publisher: Chapman & Hall/CRC
- Series: Data Science Series
- Language: English
- Paperback: 358 pages
- Product Dimensions: 6.1 x 0.7 x 9.2 inches
Key Features
- Covers concepts from probability, statistical inference, linear regression, and machine learning
- Develops skills such as R programming, data wrangling, and data visualization
- Includes motivating case studies that mimic a data scientist's experience
- Divided into six parts: R, data visualization, statistics with R, data wrangling, machine learning, and productivity tools
Usage Scenarios
- Ideal for individuals seeking to learn data analysis, data visualization, and prediction algorithms using R
- Suitable for beginners with no previous knowledge of R, but some programming experience may be helpful
Usage Scenarios
There are several other data science textbooks available in the market, such as 'Python for Data Science For Dummies' and 'Data Science for Business: What You Need to Know about Data Mining and Data-Analytic Thinking'. However, Introduction to Data Science: Data Analysis and Prediction Algorithms with R sets itself apart with its specific focus on R programming, comprehensive coverage of statistical concepts, and motivating case studies.
Some User Review
- One user praised the book's clear explanations and comprehensive coverage of statistical concepts.
- Another user appreciated the motivating case studies that helped in understanding the practical applications of data analysis and prediction algorithms.
Competitors
- The price of this book varies across different retailers. It is advisable to compare prices from trusted vendors to find the best deal.
Buying Considerations
- Consider your current programming experience – while prior knowledge of R is not necessary, some familiarity with programming may be helpful.
- Evaluate if the specific focus on R programming aligns with your learning objectives in data science.
- Check for additional instructor resources or solution manuals if you are considering this book for educational purposes.
Conclusion
Introduction to Data Science: Data Analysis and Prediction Algorithms with R is an excellent choice for individuals aiming to develop a strong foundation in data analysis and prediction algorithms. With its comprehensive coverage and practical case studies, this book offers a valuable learning experience for beginners and intermediate learners alike.
Voir moinsIntroduction to Data Science: Data Analysis and Prediction Algorithms with R is a comprehensive textbook aimed at individuals looking to tackle real-world data analysis challenges. The book covers a wide range of concepts and skills including R programming, data visualization, statistical inference, machine learning, and more. Continue Reading
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Machine Theory Editorial Review
The printed edition of the Harvard class offers a comprehensive and detailed guide to using R for data science. It is considered a valuable teaching tool with exceptional examples. However, there have been some reports of damaged books upon delivery.
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Avantages
- Comprehensive and detailed guide to using R for data science
- Valuable teaching tool
- Exceptional examples
Les inconvénients
- Reports of damaged books upon delivery
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Caractéristiques et avantages
- Covers concepts from probability, statistical inference, linear regression, and machine learning
- Helps you develop skills in R programming, data wrangling, data visualization, and predictive algorithm building
- Includes case studies that mimic a data scientist’s experience
- Provides examples such as US murder rates, trends in world health and economics, and election forecasting
- Recommended for those who want to become experts in data science
- Complete solutions manual available for registered instructors
Assurance Ubuy
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