Simple Linear regression: Intuitive way

This is a statistical method to establish a linear relationship between two quantitative variables such that one variable can give an estimate of the other....

   Mar 2, 2022     16 min read     - Comments
Principal component analysis

PCA is one of the most often used dimension reduction techniques in data science. It is extensively used for projection of high dimensional data onto...

   Feb 14, 2022     21 min read     - Comments
Python data structures (compared to R)

R and python are both extensive used in the field of data science and bioinformatics. Different people start learning programming from either languages. So it...

   Feb 4, 2022     13 min read     - Comments
Objects in R

R by design is a functional programming language hence the original objects designed to represent variables, functions, environments and various language components are different than...

   Feb 2, 2022     10 min read     - Comments
Essence of Matrix operations with Python

Vectors and matrices are heavily used in computer science (and data science) to store and perform multiple mathematical operations on a data set.Although, the concept...

   Jan 31, 2022     13 min read     - Comments
Principle of inference

Inference and Hypothesis testing are the two most important and the most confusing concepts in statistics. Inference is related to estimating the population parameters from...

   Jan 12, 2022     33 min read     - Comments
One-Way ANOVA: Learn by experimenting with data.

  T-test is a popular method of comparing means between two populations but if we want to extend it beyond two populations there is serious decrease...

   Jan 12, 2021     17 min read     - Comments
Chi squared distribution

Just like sampling distribution of sample mean, sample variance follows a distribution but it is slightly complex than, normal distribution followed sample mean. The shape...

   Feb 6, 2020     9 min read     - Comments
Expected value

Frequently called Expected value, expectation, expectancy, mathematical expectation, sometime referred simply as mean, average or first moment. For a random variable X it is found...

   Oct 31, 2019     3 min read     - Comments
All you need to know about degree of freedom in statistics

Degree of freedom (df) is a very important mathematical concept which is implemented in multiple disciplines like mechanics, physics, chemistry, and also in inferential statistics....

   Jun 30, 2019     14 min read     - Comments
Mean and Variance; covering the base

It is very important to understand the measure of central tendency, mean and measure of dispersion, variance in statistics.

   Dec 1, 2018     4 min read     - Comments
Brief note on Permutation and Combination

Permutation and combinations are a part of core counting problem in mathematics. In biology also we encounter multiple situations where knowledge of permutations and combinations...

   Jun 21, 2018     4 min read     - Comments