What Are Popular Machine Learning Algorithms?

Machine Learning (ML) uses various algorithms to help computers learn from data and make accurate predictions or decisions. Some of the most widely used Machine Learning algorithms include:

Linear Regression – Used for predicting continuous values such as prices, sales, and trends.
Logistic Regression – A classification algorithm used when the outcome is categorical, like yes/no or spam/not spam.
Decision Tree – Splits data into branches based on conditions and works well for both classification and regression tasks.
Random Forest – An ensemble technique that combines multiple decision trees for higher accuracy and better performance.
Support Vector Machine (SVM) – Finds the best decision boundary between classes, useful in classification problems.
K-Nearest Neighbors (KNN) – Classifies data points based on the closest training examples in the feature space.
Naive Bayes – A probabilistic algorithm commonly used in text classification and spam detection.
K-Means Clustering – An unsupervised algorithm that groups similar data points into clusters.

Understanding these algorithms is essential for building effective ML models and solving real-world problems across industries. If you want structured learning and hands-on practice with these techniques, check out the Machine Learning Course in Mumbai
offered by Seven Mentor. It covers key algorithms with practical projects and industry-focused training.

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