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
Margin
Distance between decision boundary and nearest data points
Contrastive Learning
Self-supervised learning by contrasting data pairs
Learning Rate
Hyperparameter controlling gradient descent step size
Bias-Variance Tradeoff
The tension between model simplicity and complexity errors
Markov Chain
Stochastic model where events depend only on previous state
Reinforcement Learning ML
Learning optimal decisions through environment interaction