<ul><li>Linear Regression: Simple yet powerful algorithm for predicting continuous outcomes based on input features.</li><li>Logistic Regression: Binary classification algorithm mapping predicted values between 0 and 1.</li><li>Decision Tree: Intuitive algorithm for classification and regression tasks with potential for overfitting.</li><li>Random Forest: Ensemble learning technique with multiple decision trees for improved accuracy and stability.</li></ul>

Top 10 Must-Know Machine Learning Algorithms for Aspiring Data Scientists

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