Ranjit maityLogistic regressionLogistic regression is a statistical method used for classification tasks, such as predicting whether a person has a disease or not, based…Dec 22, 2022Dec 22, 2022
Ranjit maityLinear RegressionLinear regression is a statistical method used to model the relationship between a dependent variable (also known as the response variable)…Dec 22, 2022Dec 22, 2022
Ranjit maityPrincipal Component Analysis (PCA)Principal Component Analysis (PCA) is a statistical technique used to reduce the dimensionality of a dataset by identifying the underlying…Dec 17, 20221Dec 17, 20221
Ranjit maity7 Tactics to Combat Imbalanced Classes in Machine Learning DataseYou are working on your dataset. You create a classification model and get 95% accuracy immediately. “Fantastic” 👌 you think. You dive a…May 6, 2022May 6, 2022
Ranjit maityHow to Calculate Correlation Between Variables in Python3There may be complex and unknown relationships between the variables in your dataset.Mar 30, 2022Mar 30, 2022
Ranjit maityHow to Calculate the Bias-Variance Trade-off with PythonThe performance of a machine learning model can be characterized in terms of the bias and the variance of the model.Sep 30, 2021Sep 30, 2021
Ranjit maityBias-Variance Trade-offThe performance of a machine learning model can be characterized in terms of the bias and the variance of the model.Aug 7, 2021Aug 7, 2021
Ranjit maityConfidence Intervals In MachinelearningMuch of machine learning involves estimating the performance of a machine learning algorithm on unseen data.Jul 26, 20211Jul 26, 20211
