Bernoulli Distribution

Introduction to Statistics for Machine Learning

2 min read

Population and Sample Sets

3 min read

Types of Data

4 min read

Measure of Central Tendency

3 min read

Percentiles and Quartiles

2 min read

Measure of Dispersion

5 min read

Measure of Distribution Shape - (Skewness & Kurtosis)

2 min read

Five number summary and box plot

2 min read

Probability

2 min read

Probability Distribution Functions - PMF, PDF & CDF

3 min read

Histograms and KDE

4 min read

Quantile–Quantile (QQ) Plot

2 min read

Binomial Distribution

2 min read

Poisson Distribution

2 min read

Normal (Gaussian) Distribution

2 min read

Standard Normal Distribution (Z-Score)

2 min read

Bimodal Distribution

2 min read

Multimodal Distribution

2 min read

Uniform Distribution

2 min read

Exponential Distribution

2 min read

Log Normal Distribution

2 min read

Power Law (Pareto) Distribution

2 min read

Central Limit Theorem (CLT)

2 min read

Estimates in Statistics

3 min read

Statistical Testing and Hypothesis Testing

4 min read

P-Value (Probability Value)

3 min read

Z-Test and Hypothesis Testing

3 min read

T-Statistic, Student’s t-Test, and Hypothesis Testing

6 min read

Z-Test vs T-Test

2 min read

Type I and Type II Errors

3 min read

Mann–Whitney U Test

3 min read

Wilcoxon Signed-Rank Test

3 min read

Kruskal–Wallis H Test

2 min read

Shapiro–Wilk Test

2 min read

Pearsons correlation test

2 min read

Spearman’s Rank Correlation Coefficient

2 min read

Chi-Squared Test

3 min read

ANOVA (Analysis of Variance)

4 min read

Bayes’ Theorem

2 min read