Machine Learning Tutorials
Model Evaluation in Machine Learning Model evaluation is a crucial step in machine learning that helps determine how well a trained model performs on new data. It ensures that the model makes accurate predictions and generalizes well to unseen data. Without proper evaluation, a model may appear to work well but fail in real-world applications. […]
Cross Validation in Machine Learning Cross validation is a simple but powerful idea used in machine learning to check how well a model will perform on new, unseen data. Instead of training a model once and hoping it generalizes, cross validation repeatedly trains and tests the model on different splits of the dataset to produce […]
Clustering Algorithms in ML Clustering is a type of unsupervised learning in machine learning where similar data points are grouped together. Unlike classification, where data points are labeled, clustering finds hidden patterns or structures in data without prior labels. It is widely used in customer segmentation, anomaly detection, and recommendation systems. Imagine you have a […]
Reinforcement Learning Reinforcement Learning (RL) is a type of machine learning where an agent learns to make decisions by interacting with an environment. The agent takes actions, receives rewards or penalties based on those actions, and learns to maximize long-term rewards. This process is inspired by how humans and animals learn through trial and error. […]
K-Means Clustering Algorithm K-Means is one of the most popular unsupervised machine learning algorithms used for clustering. It is used to group similar data points into clusters based on their features. The algorithm attempts to minimize the variance within each cluster, ensuring that data points within the same cluster are as close as possible while […]
Types of Unsupervised Learning Machine Learning is a branch of Artificial Intelligence that enables computers to learn from data and make decisions without being explicitly programmed. There are two main types of learning: Supervised and Unsupervised. In this article, we will focus on Unsupervised Learning. What is Unsupervised Learning? Unsupervised Learning is a type of […]