Machine Learning
305 views
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
Active Learning
Algorithm selecting most informative data points for labeling
ROC Curve
Plot showing classifier performance across thresholds
Multi-Task Learning
Training one model for multiple related tasks simultaneously
Decision Tree
Tree-like model splitting data based on feature values
Ensemble Learning
Combining multiple models for better predictions
UMAP
Fast dimensionality reduction preserving local and global structure