Machine Learning
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Active Learning
Quick Definition
Algorithm selecting most informative data points for labeling
Full Definition
A strategy where the algorithm interactively queries a human to select the most informative data points.
Examples
medical image annotation, text labeling, rare event detection
Related Terms
semi-supervised-learning
label-efficiency
More Machine Learning Terms
Markov Chain
Stochastic model where events depend only on previous state
Autoencoder
Neural network learning compressed data representations
Bias-Variance Tradeoff
The tension between model simplicity and complexity errors
Batch Normalization
Normalizing layer inputs to stabilize and speed up training
Online Learning
Updating models incrementally as new data arrives
Time Series Analysis
Analyzing time-ordered data for patterns and forecasting