Data Science

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

KNN vs Logistic Regression: Differences, Examples

In this blog, we will learn about the differences between K-Nearest Neighbors (KNN) and Logistic Regression, two pivotal algorithms in…

12 months ago

Python – How to Create Scatter Plot with IRIS Dataset

Last updated: 1st Dec, 2023 In this blog post, we will be learning how to create a Scatter Plot with…

12 months ago

Chebyshev’s Theorem: Formula & Examples

Chebyshev’s theorem is a fundamental concept in statistics that allows us to determine the probability of data values falling within…

12 months ago

AIC in Logistic Regression: Formula, Example

Have you as a data scientist ever been challenged by choosing the best logistic regression model for your data? As…

12 months ago

30+ Logistic Regression Interview Questions & Answers

Last updated: 29th Nov, 2023 This page lists down the practice tests / interview questions and answers for Logistic regression in…

12 months ago

Standard Deviation vs Standard Error: Formula, Examples

Understanding the differences between standard deviation and standard error is crucial for anyone involved in statistical analysis or research. These…

12 months ago

Coefficient of Variation vs Standard Deviation

Last updated: 28th Nov, 2023 Understanding the difference between coefficient of variation (CV) and standard deviation (SD) is essential for statisticians…

12 months ago