niharika khanna (@nkhanna94)

Mastering Feature Engineering: A Comprehensive Exploration of Concepts, Techniques, and Best Practices

Feature Engineering is the process of transforming raw data into features that better represent the underlying problem to the predictive models, resulting in improved model accuracy. It ensures that the data is well-prepared and organized for effecti...

May 29, 2024 · 19 min readniharikakhanna.hashnode.dev

Demystifying Logistic Regression

Introduction: Logistic regression is a statistical method used for binary classification problems, where the response variable has two possible outcomes. Assumptions: Assumes linearity between the independent variables and the log-odds of the dep...

Mar 22, 2024 · 2 min readniharikakhanna.hashnode.dev

Understanding Regression Metrics in Machine Learning: A Comprehensive Guide

In the realm of machine learning, regression analysis serves as a fundamental tool for predicting continuous outcomes. However, merely building a regression model is insufficient; assessing its performance accurately is equally crucial. This is where...

Mar 21, 2024 · 5 min readniharikakhanna.hashnode.dev

Types Of Regression in ML

Regression is a type of supervised learning algorithm in machine learning used to predict continuous numerical values based on input features. There are several types of regression algorithms, each suited to different types of problems and data. Here...

Mar 11, 2024 · 3 min readniharikakhanna.hashnode.dev

Embarking on the ML Journey: Day 1 with Linear Regression

Hey there, fellow learners! Today marks the beginning of an exciting journey into the world of Machine Learning (ML). I dove headfirst into the basics and took my first steps towards building ML models. Let me share my exhilarating experience with yo...

Mar 1, 2024 · 2 min readniharikakhanna.hashnode.dev

niharika khanna

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niharika khanna's blogs

Mastering Feature Engineering: A Comprehensive Exploration of Concepts, Techniques, and Best Practices

Demystifying Logistic Regression

Understanding Regression Metrics in Machine Learning: A Comprehensive Guide

Types Of Regression in ML

Embarking on the ML Journey: Day 1 with Linear Regression

niharika khanna

About

Available for

niharika khanna's blogs

Mastering Feature Engineering: A Comprehensive Exploration of Concepts, Techniques, and Best Practices

Demystifying Logistic Regression

Understanding Regression Metrics in Machine Learning: A Comprehensive Guide

Types Of Regression in ML

Embarking on the ML Journey: Day 1 with Linear Regression

niharika khanna

About

Available for

niharika khanna's blogs

Mastering Feature Engineering: A Comprehensive Exploration of Concepts, Techniques, and Best Practices

Demystifying Logistic Regression

Understanding Regression Metrics in Machine Learning: A Comprehensive Guide

Types Of Regression in ML

Embarking on the ML Journey: Day 1 with Linear Regression

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niharika khanna

About

Available for

niharika khanna's blogs

Mastering Feature Engineering: A Comprehensive Exploration of Concepts, Techniques, and Best Practices

Demystifying Logistic Regression

Understanding Regression Metrics in Machine Learning: A Comprehensive Guide

Types Of Regression in ML

Embarking on the ML Journey: Day 1 with Linear Regression