Jun 25, 2025 · 10 min read · Introduction In this tutorial, we’ll walk through building a multi-class image classification model using PyTorch and the FashionMNIST dataset. This task involves identifying 10 categories of clothing such as shirts, trousers, and sneakers. PyTorch ...
Join discussion
Mar 31, 2025 · 8 min read · 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...
Join discussion
Mar 16, 2025 · 17 min read · 1. Introduction Overview of Human Activity Recognition with Smartphones Human Activity Recognition (HAR) is an exciting field in machine learning that focuses on identifying physical activities based on sensor data collected from smartphones, smartwa...
Join discussion
Dec 21, 2024 · 5 min read · [24] What do you mean by classification? Process of arranging data into homogeneous (similar) groups according to their common characteristics. Raw data cannot be easily understood, and it is not fit for further analysis and interpretation. Arrangeme...
Join discussion
Nov 26, 2024 · 12 min read · Did you know that there are more possible variations of chess games than there are atoms in the observable universe? Introduction Chess is a noble game, primarily played by royalties. It is often referred to as ‘the game of kings’ because the King o...
LLucas commented
Sep 16, 2024 · 5 min read · Classification is one of the most common tasks in machine learning, where the objective is to categorize data points into predefined labels or classes. Whether you're building a spam filter, diagnosing diseases, or identifying objects in an image, cl...
Join discussion
May 19, 2024 · 2 min read · Multiclass classifcation is a problem where the target y can take on more than two possible values. Just as we used the logistic regression algorithm to categorize data into two different categories, we use the softmax algorithm to categorize data in...
Join discussion
Apr 8, 2024 · 4 min read · Introduction: Multiclass classification is a fundamental task in machine learning that involves predicting the correct class label from multiple possible classes for a given input. In this blog post, we'll delve into various techniques for implementi...
Join discussion