5 Free Books to Learn Statistics For Data Science, every day, data scientists employ statistics as a core skill.
It is a discipline of mathematics that enables us to collect, characterize, interpret, visualize, and draw conclusions from data.
It will be used by data scientists for data analysis, experimental design, and statistical modeling.
Machine learning requires statistics as well. Prior to training a model, we will use statistics to interpret the data.
To ensure fairness, we must use statistical techniques when sampling data for training and testing our models.
We require statistics to analyze the variability of the predictions and assess accuracy while analyzing the performance of a model.
5 Free Books to Learn Statistics For Data Science
Here are our top five free books for learning data science statistics.
- Practical Statistics for Data Scientists
If you are familiar with the R or Python programming languages and have some prior statistical experience, this book is for you.
This book will teach you how to use regression to estimate outcomes and find anomalies, as well as how to use random sampling to eliminate bias and produce a higher-quality dataset, even with enormous data.
However, understanding the underlying concepts of statistics requires more than one book. To delve deeper, you’ll need more statistics resources.
The best part about this book is that it includes code for both R and Python.
2. Naked Statistics
This is one of the most useful and enjoyable books for learning statistics. Unlike other books, this one is simple to read.
Throughout the book, you’ll be entertained by the comedy and real-life illustrations of how statistics apply to today’s society.
The main ideas of statistics, including inference, correlation, and regression analysis, are covered in this book.
Wheelan, the book’s author, provides numerous examples of how statistics can be both instructive and frustrating in everyday life.
This book is appropriate for both beginners and intermediate readers. This book will help you understand statistics.
3. Head First Statistics
This is yet another intriguing and narrative-style book. You’ll learn descriptive statistics like mean, mode, median, and standard deviation, as well as probability distributions like Binomial, Poisson, and Normal, and inferential statistics like correlation, regression, and null hypothesis testing.
The author properly describes each topic in this book, which is its best feature. And, unlike other books, this one will not bore you.
Real-life examples of how to utilize statistics in the real world will help you comprehend statistics.
If you are a beginner in statistics and are seeking a book that will make learning statistics a lot easier, this is the book for you.
4. An Introduction to Statistical Learning
This book will provide a practical explanation of statistical topics. This book is intended for persons who are unfamiliar with programming and statistics.
Even if you are a seasoned professional, you can use this book to refresh your expertise.
This book covers the most important modeling and prediction techniques as well as their applications.
Linear regression, classification, resampling methods, shrinkage approaches, tree-based algorithms, support vector machines, clustering, and more are among the topics covered.
5. Think Stats
This book focuses solely on data science principles and includes a large number of code examples. This book is also appropriate for individuals who have a basic familiarity with Python.
If you are unfamiliar with Python, I would not recommend this book to you.
You will learn about distributions, probability rules, visualization, and many other tools and topics in this book.
This book employs simulations to help readers learn difficult mathematical concepts and statistical inference to answer problems regarding real-world data.
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We believe that these 5 Best Books to Learn Statistics for Data Science will assist you in starting your Data Science education.