Arko SenguptaLasso Regression: A Comprehensive GuideLasso Regression, short for Least Absolute Shrinkage and Selection Operator, is a type of Linear Regression that incorporates…Aug 2Aug 2
Arko SenguptaRidge Regression: A Comprehensive GuideRidge Regression, a variant of Linear Regression, has become an essential tool in the arsenal of data scientists and statisticians…Jul 26Jul 26
Arko SenguptaSupport Vector Regression: A Comprehensive GuideSupport Vector Regression (SVR) is an extension of Support Vector Machines (SVM) tailored for regression tasks. While SVMs are typically…Jul 14Jul 14
Arko SenguptaRandom Forest Regression: A Comprehensive GuideRandom Forest Regression is a powerful ensemble learning method widely used in various fields such as finance, healthcare, and marketing…Jul 4Jul 4
Arko SenguptaDecision Tree Regression: A Comprehensive GuideDecision Tree Regression is a versatile and intuitive Machine Learning technique used for predicting continuous outcomes. Unlike Linear…Jun 25Jun 25
Arko SenguptaStepwise Regression: A Comprehensive GuideStepwise Regression is a statistical method used to select a subset of variables that contribute most significantly to the predictive power…Jun 19Jun 19
Arko SenguptaPolynomial Regression: A Comprehensive GuidePolynomial Regression extends the concept of Linear Regression by accommodating polynomial relationships between the independent variables…Jun 11Jun 11
Arko SenguptaGradient Descent: A Comprehensive GuideGradient Descent is a fundamental Optimization Algorithm employed across Machine Learning methodologies to effectively reduce the cost or…Jun 7Jun 7
Arko SenguptaLogistic Regression: A Comprehensive GuideLogistic Regression is widely used in statistics to solve problems where we need to classify data into two categories. For example…Jun 4Jun 4