110+ Free Best Online Resources to Learn Data Science

Aqsazafar
5 min readDec 1, 2021

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Data Science is getting popular day by day. That’s why everyone is trying to come to the Data Science field. But the challenge is finding the best resources to learn data science. In this article, I am gonna share Best Online Resources to Learn Data Science including Online Courses, Online Tutorials, YouTube channels, Data Science Blogs, EBooks, etc.

I would recommend you to bookmark this article because this article will help you in your learning journey.

So, without any further delay, let’s start finding the best online resources to learn data science.

Best Online Resources to Learn Data Science

Before I discuss the resources, I would like to mention the skills required in data science. So, in data science, the following skills are required-

  1. Programming Skills (Python & R)
  2. Statistics or Probability
  3. Machine Learning
  4. Multivariate Calculus and Linear Algebra
  5. Data wrangling.
  6. Data Visualization.
  7. Database Management
  8. BigData

The resources which I am gonna share in this article will cover these required skills for data science. And For your convenience, I have created separate sections for each resource. So let’s start with online courses and tutorials-

Online Courses & Tutorials

Online Courses & Tutorials

  1. IBM Data Science Professional CertificateCoursera
  2. Become a Data ScientistUdacity
  3. Data Science SpecializationCoursera
  4. Applied Data Science with Python Specialization– Coursera
  5. Programming for Data Science with Python– Udacity
  6. Data Science for EveryoneDatacamp
  7. Data Scientist with PythonDatacamp
  8. Data Scientist with RDatacamp
  9. Professional Certificate in Data Science– edX
  10. MicroMasters® Program inData Science– edX
  11. The Data Science Course 2024: Complete Data Science BootcampUdemy
  12. Data Science Tutorialw3schools
  13. Data Scientist Masters Program– Edureka
  14. Career Path Data Science– Codecademy
  15. Data Science Tutorial– DataFlair
  16. Python — Data Science Tutorial– TutorialsPoint

Statistics & Probability

  1. Statistics with R Specialization– Coursera
  2. Statistics and probability– Khan Academy
  3. Statistics with Python Specialization– Coursera
  4. Learn Statistics with PythonCodecademy
  5. Basic StatisticsCoursera
  6. Statistics — Probability-TutorialsPoint
  7. Statistics for Data Science and Business AnalysisUdemy
  8. Statistical Analysis with R for Public Health SpecializationCoursera
  9. Intro to Statistics– Udacity
  10. Probability Theory, Statistics, and Exploratory Data AnalysisNational Research University Higher School of Economics
  11. Probability and Statistics– University of London
  12. Probabilistic Graphical Models Specialization– Coursera
  13. Probability — The Science of Uncertainty and Data MITx
  14. Fundamentals of StatisticsMITx
  15. STATISTICS TUTORIALS: BEGINNER TO ADVANCED– Listen Data
  16. Probability and Statistics– MathisFun

Programming Language

  1. The Python Tutorial– PYTHON.ORG
  2. Python for Everybody — University of Michigan
  3. Introduction To Python Programming– Udemy
  4. Python Core and Advanced– Udemy
  5. Crash Course on PythonGoogle
  6. Python for Absolute Beginners!– Udemy
  7. Introduction to Python Programming– Udacity
  8. Python 3 Tutorial– SOLOLEARN
  9. Python 3 Programming Specialization– University of Michigan
  10. R Programming — Johns Hopkins University
  11. Programming for Data Science with RUdacity
  12. R Programming A-Z™– Udemy
  13. Python Tutorial W3Schools
  14. R Tutorial– Tutorials Point
  15. R Tutorial– Statmethods

Mathematics

  1. Mathematics for Machine Learning Specialization– Imperial College London
  2. Mathematics for Data Science Specialization– Coursera
  3. Data Science Math Skills– Duke University
  4. Introduction to Calculus– The University of Sydney
  5. Calculus 1– Khan Academy
  6. Introduction to Calculus-MathisFun

Data Wrangling

  1. Python — Data Wrangling– TutorialsPoint
  2. Excel to MySQL: Analytic Techniques for Business SpecializationDuke University
  3. Learn SQL Basics for Data Science SpecializationUniversity of California, Davis
  4. SQL — MySQL for Data Analytics and Business Intelligence- Udemy
  5. Modern Big Data Analysis with SQL SpecializationCloudera
  6. Data Warehousing for Business Intelligence SpecializationUniversity of Colorado System
  7. Data Wrangling with pandas Cheat Sheet
  8. Python Data Wrangling Tutorial: Cryptocurrency EditionElite Data Science

Data Visualization

  1. Tableau Tutorial– Tableau.com
  2. Data Visualisation with TableauDataCamp
  3. Data Visualization with Tableau SpecializationUniversity of California, Davis
  4. Data Visualization with PythonIBM
  5. Data VisualizationCoursera
  6. Data Visualization– Udacity
  7. Data VisualizationTutorialsPoint

So, these are online courses and tutorials. Now I am gonna share some YouTube tutorials for Data Science.

YouTube Videos

  1. Data Science TutorialGreat Learning
  2. Data Science Full CourseEdureka
  3. Data Science Full Course For Beginnerscodebasics
  4. Data Science Full Course Simplilearn
  5. Learn Data Science Tutorial– freeCodeCamp
  6. R Programming TutorialfreeCodeCamp
  7. Statistics for Data ScienceGreat Learning
  8. Statistics — A Full University Course on Data Science BasicsfreeCodeCamp
  9. Statistics Course for Data Science | Statistics CourseMarinStatsLectures-R Programming & Statistics
  10. Mathematics for Machine Learning [Full Course]Edureka
  11. Machine Learning Data Pre-processing & Data Wrangling using PythonThe AI University
  12. Data Visualization Tutorialby Krish Naik
  13. Power BI Tutorial From Beginner to ProAvi Singh — PowerBIPro
  14. Data Visualization Tutorial For Beginners- Simplilearn
  15. Data Visualization with D3.js — Full Tutorial Course- freeCodeCamp.org

Data Science Blogs

  1. DataScience.com
  2. Edwin Chen’s Blog
  3. The Shape of Data
  4. Machine Learning Mastery
  5. Data Science 101
  6. MLTUT
  7. Planet Big Data
  8. Big Data Blog
  9. Data36
  10. Towards Data Science
  11. Simply Statistics
  12. NYC Data Academy Blog
  13. Chris Ablon’s Blog
  14. Algobeans
  15. Daniel Nee’s Blog
  16. Data Blogger
  17. Data Aspirant
  18. Data Mining Research

Data Science Ebooks

  1. Journey to Data Scientist: Interviews with More Than Twenty Amazing Data Scientists by Kate Strachnyi
  2. Learn Python the Hard Way by Zed A. Shaw (download PDF here)
  3. R for Data Science by Hadley Wickham (download PDF here)
  4. An Introduction to Statistical Learning by Gareth James, Daniela Witten, Trevor Hastie, and Robert Tibshirani (download the pdf version of this book from here)
  5. Probability and Statistics for Data Science by Norman Matloff
  6. The Art of Statistics: How to Learn from Data by David Spiegelhalter (download the PDF here)
  7. Data Analysis From Scratch With Python by Peters Morgan (Download the PDF here)
  8. Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython by Wes McKinney (download the PDF here)
  9. Data Visualization: A Practical Introduction by Kieran Healy (download the PDF here)
  10. Data Visualisation: A Handbook for Data-Driven Design by Andy Kirk (download the PDF here)
  11. The Data Wrangling Workshop by Brian Lipp

And here the list ends. I hope these resources will help you to learn and master 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 online resources to learn 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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Aqsazafar
Aqsazafar

Written by Aqsazafar

Hi, I am Aqsa Zafar, a Ph.D. scholar in Data Mining. My research topic is “Depression Detection from Social Media via Data Mining”.

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