Ali MahzoonEnsemble Method — BoostingBoosting (Originally called hypothesis boosting) refers to any ensemble method that can combine several weak learners and their mistakes…5 min read·Jul 6, 2021----
Ali MahzoonEnsemble Method — Random ForestRandom Forest is very similar to bagging trees (recommend reading my blog about bagging trees) but there is an added feature of randomness…3 min read·Jul 6, 2021----
Ali MahzoonEnsemble Method — Bagging TreesAny method that combines more than one model is known as an Ensemble Method. In this post, we are going to talk about Bagged trees which…3 min read·Jul 6, 2021----
Ali MahzoonIndependence Of Two EventsIn this post, we introduce and develop the concept of independence between events. The general idea is the following:4 min read·Jul 6, 2021----
Ali MahzoonDecision TreesIn this post, we are going to talk about one of the most important algorithms in machine learning, which is called Decision Trees. They are…6 min read·Jul 6, 2021----
Ali MahzoonK-Nearest NeighborsK-Nearest Neighbors (aka KNN) is built of distance. In other words, we compute the similarity of each data point to all other existing data…5 min read·Jul 1, 2021----
Ali MahzoonLinear Regression AssumptionsFor the simplicity of the article, I decided to make most of my examples on a simple regression model (one independent variable and the…5 min read·Jun 26, 2021----
Ali MahzoonData Science And Its Undeniable Effects On Our LivesHumankind has made very significant advances in science and technology. However, a large number of questions remain unanswered.5 min read·Jun 26, 2021----