Data Science

Logistic Regression Customer Churn Prediction: Example

In today’s fast-paced and highly competitive business world, spanning across industries like telecommunications, finance, e-commerce, and more, the ability to…

12 months ago

GLM vs Linear Regression: Difference, Examples

Linear Regression and Generalized Linear Models (GLM) are both statistical methods used for understanding the relationship between variables. Understanding the…

12 months ago

MinMaxScaler vs StandardScaler – Python Examples

Last updated: 7th Dec, 2023 Feature scaling is an essential part of exploratory data analysis (EDA), when working with machine…

12 months ago

Using GridSearchCV with Logistic Regression Models: Examples

GridSearchCV method is a one of the popular technique for optimizing logistic regression models, automating the search for the best…

12 months ago

Handling Class Imbalance in Machine Learning: Python Example

Last updated: 6th Dec, 2023 As a data scientist, we are tasked with building machine learning (ML) models that can…

12 months ago

Handling Class Imbalance using Sklearn Resample

Last updated: 5th Dec, 2023 The class imbalance problem in machine learning occurs when the classes in a dataset are…

12 months ago

Ordinary Least Squares Method: Concepts & Examples

Last updated: 5th Dec, 2023 Regression analysis is a fundamental statistical technique used in many fields, from finance, econometrics to…

12 months ago

Linear Regression vs Correlation: Examples

Linear regression and correlation are fundamental concepts in statistics, often used in data analysis to understand the relationship between two…

12 months ago

Logit vs Probit Models: Differences, Examples

Logit and Probit models are both types of regression models commonly used in statistical analysis, particularly in the field of…

12 months ago

Linear Regression Cost Function: Python Example

Linear regression is a foundational algorithm in machine learning and statistics, used for predicting numerical values based on input data.…

12 months ago