--- title: "#smote-for-imbalance articles | Hashnode" description: "Explore 2 articles tagged #smote-for-imbalance on Hashnode. Tutorials, guides, and how-tos from the community." url: "https://hashnode.com/tag/smote-for-imbalance" --- Tag # #smote-for-imbalance 2 posts · 0 followers [Mohamad Mahmood](https://hashnode.com/@mohamadrazzimy) · [Mar 31, 2025](https://hashnode.com/posts/handling-imbalanced-datasets-applying-smote-for-multiclass-classification/67ea6487f74bb71d6df05bd4) ### [Handling Imbalanced Datasets: Applying SMOTE for MultiClass Classification](https://hashnotes.hashnode.dev/handling-imbalanced-datasets-applying-smote-for-multiclass-classification?utm_source=hashnode&utm_medium=feed) Handling imbalanced datasets, especially in multi-class classification problems, can be challenging. One popular technique for addressing this issue is the Synthetic Minority Over-sampling Technique (SMOTE). Here's an overview of how to apply SMOTE i... 8 min read · [hashnotes.hashnode.dev](https://hashnotes.hashnode.dev/handling-imbalanced-datasets-applying-smote-for-multiclass-classification?utm_source=hashnode&utm_medium=feed) [Henry Ha](https://hashnode.com/@henryha) · [Jan 10, 2025](https://hashnode.com/posts/enhanced-loan-status-prediction-comparing-logistic-regression-and-svm-models/6781705d22db41b1bb416a35) ### [Enhanced Loan Status Prediction: Comparing Logistic Regression and SVM Models](https://data-science-portfolio.hashnode.dev/enhanced-loan-status-prediction-comparing-logistic-regression-and-svm-models?utm_source=hashnode&utm_medium=feed) 1\. Introduction Predicting loan status is a critical task in the financial sector, helping lenders make informed decisions on loan approvals. Machine learning models offer powerful tools to streamline this process, providing accuracy and efficiency t... 11 min read · [data-science-portfolio.hashnode.dev](https://data-science-portfolio.hashnode.dev/enhanced-loan-status-prediction-comparing-logistic-regression-and-svm-models?utm_source=hashnode&utm_medium=feed)