Are you looking for the Best Resources to Learn Statistics for Data Science?… If yes, then this article will help you and provide some of the best resources to learn statistics for data science including online courses, books, YouTube tutorials, etc.
So, give your few minutes and find out the Best Resources to Learn Statistics for Data Science. You can bookmark this article so that you can refer to this article later.
Now without further ado, let’s get started-
Best Resources to Learn Statistics for Data Science
For your convenience, I have created separate tables for each resource. So let’s start with online courses-
Note- If you are reading this article on Mobile, Please slide left for Full Table.
Online Courses
| S/N | Course Name | Rating | Time to Complete |
|---|---|---|---|
| 1. | Intro to Statistics– Udacity (FREE Course) | NA | 2 Months |
| 2. | Statistics with R Specialization– Duke University (Coursera) | 4.6/5 | 7 Months |
| 3. | Practical Statistics– Udacity | 4.7/5 | 35 hours |
| 4. | Statistics with Python Specialization– University of Michigan (Coursera) | 4.5/5 | 3 months |
| 5. | Statistician with R– Datacamp | NA | 108 hours |
| 6. | Introduction to Statistics– Coursera (FREE Course) | 4.5/5 | 15 hours |
| 7. | Data Science: Statistics and Machine Learning Specialization– Johns Hopkins University (Coursera) | 4.4/5 | 5 Months |
| 8. | Statistics Fundamentals with R– Datacamp | NA | 20 hours |
| 9. | Statistical Analysis with R for Public Health Specialization– Imperial College London (Coursera) | 4.7/5 | 4 Months |
| 10. | Basic Statistics– University of Amsterdam (Coursera) | 4.7/5 | 26 Hours |
| 11. | Statistics Fundamentals with Python– Datacamp | NA | 19 hours |
| 12. | Learn Statistics with Python– Codecademy | NA | 15 hours |
| 13. | Intro to Inferential Statistics– Udacity (FREE Course) | NA | 2 Months |
| 14. | Intro to Descriptive Statistics– Udacity (FREE Course) | NA | 2 Months |
| 15. | Introduction to Bayesian Statistics– Udemy (FREE Course) | 4.8/5 | 1hr 19min |
Books
| S/N | Book Name | Author | Buy/Download |
|---|---|---|---|
| 1. | Practical Statistics for Data Scientists | Peter Bruce, Andrew Bruce | 1. Buy on Amazon |
| 2. | Naked Statistics | Charles Wheelan | 1. Buy on Amazon |
| 3. | Head First Statistics | Dawn Griffiths | 1. Buy on Amazon 2. Download EBook |
| 4. | An Introduction to Statistical Learning | Gareth James, Daniela Witten, Trevor Hastie, and Robert Tibshirani | 1. Buy on Amazon |
| 5. | Think Stats | Allen B. Downey | 1. Buy on Amazon 2. Download EBook |
| 6. | How to lie with statistics | Darrell Huff | 1. Buy on Amazon 2. Download EBook |
| 7. | Statistics in Plain English | Timothy C. Urdan | 1. Buy on Amazon 2. Download EBook |
| 8. | Bayesian Methods for Hackers | Cameron Davidson-Pilon | 1. Buy on Amazon 2. Download EBook |
Tutorials
| S/N | Tutorial Name | Provider |
|---|---|---|
| 1. | Statistics and probability | Khan Academy |
| 2. | Statistics Tutorial | TutorialsPoint |
| 3. | Statistics Tutorial | w3Schools |
| 4. | STATISTICS TUTORIALS: BEGINNER TO ADVANCED | ListenData |
| 5. | Statistics and Probability | Edureka |
| 6. | AP Statistics Tutorial | Stat Trek |
| 7. | Statistics Tutorial | Kaggle |
| 8. | Statistics in SPSS | JavaTpoint |
YouTube Videos
| S/N | Tutorial Name | Channel Name |
|---|---|---|
| 1. | Statistics for Data Science | Great Learning |
| 2. | Statistics | freeCodeCamp.org |
| 3. | Statistics | Khan Academy |
| 4. | Statistics Course for Data Science | MarinStatsLectures-R Programming & Statistics |
| 5. | Statistics | CrashCourse |
| 6. | Statistics and Probability Full Course | Geek’s Lesson |
| 7. | Statistics for Data Science Course | Intellipaat |
| 8. | Introduction to Statistics | MIT OpenCourseWare |
| 9. | Introduction to Statistics | 365 Data Science |
| 10. | Statistics And Probability | Dr.Gajendra Purohit |
And here the list ends. I hope these resources will help you to learn and master Statistics for Data Science. I would suggest you bookmark this article for future referrals. Now it’s time to wrap up.
Conclusion
In this article, I tried to cover all the best resources to learn statistics for data science from online courses to YouTube videos. If you have any doubts or questions, feel free to ask me in the comment section.
All the Best!
Enjoy Learning!
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Written By Aqsa Zafar
Founder of MLTUT, Machine Learning Ph.D. scholar at Dayananda Sagar University. Research on social media depression detection. Create tutorials on ML and data science for diverse applications. Passionate about sharing knowledge through website and social media.