5 Free Statistics Courses for Beginners

5 Free Statistics Courses for Beginners
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Statistics is a field that deals with the collection, organization, and interpretation of data. It’s an important domain as the information given by statistical techniques has many implementations in the real world.

As important as the field is, it’s sometimes hard to learn about statistics. The learning curve could be too high for some.

That’s why this article will discuss 5 different free statistics courses designed for beginners. Let’s get right into it.

1. Basic Statistics: The University of Amsterdam (Coursera)

The first course we will discuss is the basic statistics course hosted by the University of Amsterdam. This course is part of the social science specialization, but the course is appropriate for any beginner. It is designed for any beginner to learn and follow easily.

The course contains 9 modules, divided into three parts: The first part focuses on descriptive statistics, the second part teaches about the basics of probability, and the third part discusses the methods of inferential statistics.

In general, the course would cover the following modules:

  • Exploring Data
  • Correlation and Regression
  • Probability
  • Confidence Intervals
  • Significance Test

2. Statistical Learning with Python: Stanford Online Learning

The next course is Statistical Learning at Stanford University. This course is a beginner-friendly course that focuses on supervised learning statistical methods with Python. It’s not a math-heavy class that everyone could certainly learn from.

The courses certainly lean more into data science learning statistics as they cover many predictive models such as Linear Regression or Random Forest. However, most learning materials are important for any position you want to apply for.

Overall, the courses would cover many topics:

  • Overview of statistical learning
  • Regression and Classification
  • Linear model selection and regularization
  • Tree-based methods
  • Unsupervised learning
  • Multiple testing

3. Statistics and Probability: Khan Academy

Let’s get into our third beginner statistics course from Khan Academy. The Statistics and Probability from Khan Academy. It’s a free course that combines interactive videos and quizzes to teach the student.

It is composed of 16 modules with 157 skills to learn. You will learn all the basics, from data distribution sampling to statistical inferential techniques. Also, you can finish them at your own pace without hurrying, as there are no limits.

The courses would follow:

  • Exploring Data
  • Study Design
  • Probability
  • Data Distribution
  • Statistical Testing

4. Statistics Tutorial for Beginners: Simplilearn

The fourth course we will explore is the Statistics Tutorial for Beginners by Simplilearn. As the course is for beginners, the course combines video and material learning that you could return to if you are missing something.

By learning via the Simplilearn 24 lessons, you would learn statistics basics from conditional probability, and density function to regression and correlation. All of them are beginner-friendly, with a lot of detailed explanations.

The lessons consist of, but are not limited to:

  • Probability Density Function
  • Conditional Probability
  • Bayes Theorem
  • Data Distribution
  • Correlation

5. Statistics: Harvard University (YouTube)

The last statistics course for beginners is the YouTube Statistical Lectures collection by Harvard University. The lectures would provide the basis for beginner-level learning from a top-notch lecturer.

With 34 videos and around 30-40 minutes for each video, you would learn so many things. From Probability, Distribution, and Inferential Statistics to Markov Chains, all the basic level learning for statistics is ready to be learned.

The video courses contain many topics, including:

  • Probability and Counting
  • Random Variables Distribution
  • Covariance and Correlation
  • Conditional Expectation
  • Markov Chains

Final Thoughts

The courses listed above would help kick off any beginner who wants to learn statistics. You would have a good foundation with the fundamentals laid out easily in the courses above.

There are 5 courses we have explored:

  • Basic Statistics by the University of Amsterdam
  • StanfordOnline: Statistical Learning with Python
  • Khan Academy: Statistics and Probability
  • Statistics Tutorial for Beginners by Simplilearn
  • Harvard Statistical 101 Lectures

I hope this has helped!

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