Where to learn Statistics for Data Science?

Question

Can anyone tell me where can I learn Statistics for Data Science?

Answer 1

First, understand which concepts of Statistics to learn for Data Science. I recommend to follow this learning path to learn Statistics for Data Science:

• Understand Measures of central tendency like mean, median, mode
• Understand Measures of variance like range, IQR, Standard deviation
• Get familiar with Probability Distributions like Uniform, Normal, Poison distributions
• Hypothesis testing like Z-test, T-test, Chi-Square Test
• Learn about Dimensionality reduction
• Understand about sampling techniques
• Get basic understanding of Bayesian Statistics

After learning all the above topics, I suggest learning R programming since it has good libraries for implementing the above topics.

You can watch this video on Statistics for Data Science to learn Statistics with hands-on projects in R: