Détection d’anomalies - outliers

Notebooks

• 2A.data - Classification, régression, anomalies - énoncé (correction)

Lectures

• A Classification Framework for Anomaly Detection

• Security Analysis of Online Centroid Anomaly Detection

• Robust Random Cut Forest Based Anomaly Detection On Streams

• Network Traffic Decomposition for Anomaly Detection

• Network Volume Anomaly Detection and Identification in Large-scale Networks based on Online Time-structured Traffic Tensor Tracking

• Novelty and Outlier Detection

Vidéos

• Anomaly Detection vs. Supervised Learning

Modules

• scikit-learn

• pyculiarity

• lsanomaly

• pyod

Modèles linéaires Text Embedding (NLP)