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Machine learning algorithms explained with simple examples including linear regression, logistic regression, decision trees, support vector machines (SVM), and k-nearest neighbors (KNN). Each method is illustrated through practical scenarios such as predicting house prices, loan approval decisions, and customer classification. These algorithms ...
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Machine Learning Algorithms You Must Know 🤖 This map covers the core algorithms used in real projects. Supervised learning You work with labeled data. You predict outcomes. Examples Naive Bayes Logistic Regression KNN Random Forest SVM Decision Trees Linear and Lasso Regression Use cases Spam detection Credit scoring Price prediction Unsupervised learning You work with unlabeled data. You discover structure. Examples K-Means DBSCAN PCA Apriori Isolation Forest Use cases Customer segmentation An
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