Statistics and Probability Overview I

Statistics is the study and manipulation of data, including ways to gather, review, analyze, and draw conclusions for better decision making…

Statistics and Probability Overview II

In Statistic and Probability Overview I, we covered hypothesis testing, confidence intervals, parametric tests, non-parametric tests, p…

Statistics and Probability Overview III

In statistic and probability overview I & II, we covered regression analysis, timeseries analysis, Monte Carlo Simulations, Markov Chains…

Machine Learning From Scratch I

Machine learning is the capability of machines to imitate human behaviour while solving problems. It involves computers using algorithms to…

Machine Learning From Scratch II

Decision Tree: It has a tree-structure, where internal nodes represent the features of a dataset, branches represent the decision rules and…

Django API Documentation with Swagger UI

A good API is well documented. The quality of the documentation affects the user experience and ultimately the level of adoption. Swagger is…

Linear Algebra Basics

Linear Algebra is a branch of mathematics that is widely applied in science and engineering. It is the study of linear sets of equations and…