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
Bayesian Optimization
Optimizing expensive functions using a probabilistic model
LightGBM
Fast gradient boosting framework using histogram splitting
Dimensionality Reduction
Reducing feature count while preserving important information
Autoencoder
Neural network learning compressed data representations
Unsupervised Learning
Discovering hidden patterns in unlabeled data
Logistic Regression
Statistical model estimating binary outcome probabilities