👉 Smoter is a software program used to help people with learning disabilities learn new words and sentence structures. It's designed to be interactive, so users can practice what they're learning by solving puzzles or answering questions. Smoter uses pictures, sounds, and other visual cues to make the learning process more engaging and enjoyable for the user.
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What is the definition of Smote? 🙋
👉 Smote, also known as "synthetic Minority Over-sampling Technique," is a technique for imbalanced datasets that involves oversampling minority samples and undersampling majority samples. This process aims to balance the dataset by removing some of the most similar elements from the training set.
Here's a brief overview of how it works:
1.
Data Preparation
: The dataset needs to be preprocessed, where missing values are filled in with zeros, and outliers are removed. This is typically done using techniques like
