Machine Learning
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Self-Supervised Learning
Quick Definition
Generating supervisory signals from unlabeled data for training
Full Definition
A ML approach where the model generates its own supervisory signal from unlabeled data.
Examples
BERT pre-training, contrastive learning, masked modeling
Related Terms
contrastive-learning
transfer-learning
More Machine Learning Terms
LightGBM
Fast gradient boosting framework using histogram splitting
Logistic Regression
Statistical model estimating binary outcome probabilities
Multi-Task Learning
Training one model for multiple related tasks simultaneously
Precision Recall
Metrics measuring positive prediction quality and coverage
Imbalanced Learning
Handling datasets with unequal class distributions
Clustering
Grouping similar data points based on feature similarity