Machine Learning
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Supervised Learning
Quick Definition
Learning from labeled training data with input-output pairs
Full Definition
A ML approach where models learn from labeled training data consisting of input-output pairs.
Examples
email spam detection, house price prediction, image classification
Related Terms
classification
regression
neural-network
More Machine Learning Terms
ROC Curve
Plot showing classifier performance across thresholds
CatBoost
Gradient boosting library with native categorical feature support
Regularization
Techniques constraining model complexity to prevent overfitting
Logistic Regression
Statistical model estimating binary outcome probabilities
Decision Tree
Tree-like model splitting data based on feature values
t-SNE
Nonlinear technique for visualizing high-dimensional data