---
title: "#imbalanceddata articles | Hashnode"
description: "Explore 6 articles tagged #imbalanceddata on Hashnode. Tutorials, guides, and how-tos from the community."
url: "https://hashnode.com/tag/imbalanceddata"
---

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# #imbalanceddata

6 posts · 0 followers

[Bahati Brenda Kizito](https://hashnode.com/@Lioness256) · [Aug 15](https://hashnode.com/posts/99-accuracy-is-not-always-good-what-fraud-detection-taught-me-about-ml/6a82f9adc962ba2c8a3e2de7)

### [99% Accuracy Is Not Always Good: What Fraud Detection Taught Me About ML](https://godfident-data.hashnode.dev/99-accuracy-is-not-always-good-what-fraud-detection-taught-me-about-ml?utm_source=hashnode&utm_medium=feed)

My fraud detection model hit 99% accuracy and still failed. Here’s what imbalanced data, precision, recall, F1-score, confusion matrices, and SMOTE taught me the hard way.

8 min read · [godfident-data.hashnode.dev](https://godfident-data.hashnode.dev/99-accuracy-is-not-always-good-what-fraud-detection-taught-me-about-ml?utm_source=hashnode&utm_medium=feed)

[Juan Carlos Olamendy](https://hashnode.com/@juancolamendy) · [Mar 8, 2024](https://hashnode.com/posts/tackling-the-challenge-of-imbalanced-datasets-a-comprehensive-guide/65eb2d8cdc431e250c11dbda)

### [Tackling the Challenge of Imbalanced Datasets: A Comprehensive Guide](https://juancolamendy.hashnode.dev/tackling-the-challenge-of-imbalanced-datasets-a-comprehensive-guide?utm_source=hashnode&utm_medium=feed)

Have you ever trained a model that seemed perfect during development but performed poorly in real-life scenarios, especially when dealing with rare events or classes? This is a common pitfall when working with imbalanced datasets, a prevalent issue i...

9 min read · [juancolamendy.hashnode.dev](https://juancolamendy.hashnode.dev/tackling-the-challenge-of-imbalanced-datasets-a-comprehensive-guide?utm_source=hashnode&utm_medium=feed)

[Akash Kumar](https://hashnode.com/@akashkunwar) · [Apr 22, 2023](https://hashnode.com/posts/understanding-imbalanced-datasets-and-their-impact-on-machine-learning/64435090f75937b9d24d14fe)

### [Understanding Imbalanced Datasets and their Impact on Machine Learning](https://akashkunwar.hashnode.dev/understanding-imbalanced-datasets-and-their-impact-on-machine-learning?utm_source=hashnode&utm_medium=feed)

Imbalanced data is like a needle in a haystack, and imbalanced learning is the process of finding that needle accurately and efficiently.

3 min read · [akashkunwar.hashnode.dev](https://akashkunwar.hashnode.dev/understanding-imbalanced-datasets-and-their-impact-on-machine-learning?utm_source=hashnode&utm_medium=feed)

[Saumya Gupta](https://hashnode.com/@saumyagupta) · [Apr 21, 2023](https://hashnode.com/posts/tackling-imbalanced-data-in-machine-learning-techniques-for-accurate-predictions/64429f493a83e5928c9b5c95)

### [Tackling Imbalanced Data in Machine Learning: Techniques for Accurate Predictions](https://saumyagupta.hashnode.dev/tackling-imbalanced-data-in-machine-learning-techniques-for-accurate-predictions?utm_source=hashnode&utm_medium=feed)

Exploring Undersampling, Oversampling, and Hybrid Approaches for Handling Imbalanced Data

11 min read · [saumyagupta.hashnode.dev](https://saumyagupta.hashnode.dev/tackling-imbalanced-data-in-machine-learning-techniques-for-accurate-predictions?utm_source=hashnode&utm_medium=feed)

[Sanjay Nandakumar](https://hashnode.com/@Sanjay7907) · [Mar 10, 2023](https://hashnode.com/posts/managing-imbalanced-data-in-machine-learning-a-beginners-guide/640ac1aae3de6419e74848d2)

### [Managing Imbalanced Data in Machine Learning: A beginner's guide](https://sanjay7907.hashnode.dev/managing-imbalanced-data-in-machine-learning-a-beginners-guide?utm_source=hashnode&utm_medium=feed)

A brief look into several techniques for dealing with imbalanced data while tackling classification use cases

4 min read · [sanjay7907.hashnode.dev](https://sanjay7907.hashnode.dev/managing-imbalanced-data-in-machine-learning-a-beginners-guide?utm_source=hashnode&utm_medium=feed)

[Pinak Datta](https://hashnode.com/@itsmepinak) · [Feb 10, 2023](https://hashnode.com/posts/handling-imbalanced-data-in-machine-learning/63e64e298846ad7abd58950c)

### [Handling Imbalanced Data in Machine Learning](https://pinakdatta.hashnode.dev/handling-imbalanced-data-in-machine-learning?utm_source=hashnode&utm_medium=feed)

Introduction: Machine Learning has been a revolutionary technology in data analysis and prediction. However, one of the major challenges in Machine Learning is handling imbalanced data. In this article, we'll discuss the impact of imbalanced data on ...

3 min read · [pinakdatta.hashnode.dev](https://pinakdatta.hashnode.dev/handling-imbalanced-data-in-machine-learning?utm_source=hashnode&utm_medium=feed)