The Statistics and Machine Learning with R Workshop
eBook Details:
- Paperback: 516 pages
- Publisher: WOW! eBook (October 25, 2023)
- Language: English
- ISBN-10: 180324030X
- ISBN-13: 978-1803240305
eBook Description:
The Statistics and Machine Learning with R Workshop: Learn the fundamentals of statistics and machine learning using R libraries for data processing, visualization, model training, and statistical inference
The Statistics and Machine Learning with R Workshop is a comprehensive resource packed with insights into statistics and machine learning, along with a deep dive into R libraries. The learning experience is further enhanced by practical examples and hands-on exercises that provide explanations of key concepts.
Starting with the fundamentals, you’ll explore the complete model development process, covering everything from data pre-processing to model development. In addition to machine learning, you’ll also delve into R’s statistical capabilities, learning to manipulate various data types and tackle complex mathematical challenges from algebra and calculus to probability and Bayesian statistics. You’ll discover linear regression techniques and more advanced statistical methodologies to hone your skills and advance your career.
- Hone your skills in different probability distributions and hypothesis testing
- Explore the fundamentals of linear algebra and calculus
- Master crucial statistics and machine learning concepts in theory and practice
- Discover essential data processing and visualization techniques
- Engage in interactive data analysis using R
- Use R to perform statistical modeling, including Bayesian and linear regression
By the end of this The Statistics and Machine Learning with R Workshop book, you’ll have a robust foundational understanding of statistics and machine learning. You’ll also be proficient in using R’s extensive libraries for tasks such as data processing and model training and be well-equipped to leverage the full potential of R in your future projects.