Machine Learning
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Contrastive Learning
Quick Definition
Self-supervised learning by contrasting data pairs
Full Definition
A self-supervised approach learning representations by contrasting positive pairs against negative pairs.
Examples
SimCLR, MoCo, self-supervised pre-training
Related Terms
self-supervised-learning
representation-learning
More Machine Learning Terms
K-Nearest Neighbors
Classifying based on majority class of k nearest neighbors
Active Learning
Algorithm selecting most informative data points for labeling
Random Forest
Ensemble of decision trees that votes on predictions
Bias-Variance Tradeoff
The tension between model simplicity and complexity errors
DBSCAN
Density-based clustering finding clusters of varying shapes
Dropout
Regularization randomly deactivating neurons during training