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D3R
PyTorch implementation of "Drift doesn't Matter: Dynamic Decomposition with Dffusion Reconstruction for Unstable Multivariate Time Series Anomaly Detection" (NeurIPS 2023)LstmAE
PyTorch implementation of LstmAE (Outlier Detection for Multidimensional Time Series Using Deep Neural Networks)NLP-Study
NLP-StudySTTN
PyTorch implementation of STTN (Spatial-Temporal Transformer Networks for Traffic Flow Forecasting)MTAD_GAT
PyTorch implementation of MTAD-GAT (Multivariate Time-Series Anomaly Detection via Graph Attention Network)Autoformer
PyTorch implementation of Autoformer (Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting)Informer
PyTorch implementation of Informer (Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting)AnomalyTransformer
PyTorch implementation of AnomalyTransformer (Anomaly transformer: Time series anomaly detection with association discrepancy)TCN
PyTorch implementation of TCN(An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling)LLMTIME
PyTorch implementation of LLMTIME (Large Language Models Are Zero-Shot Time Series Forecasters)KalmanFilter
Kalman filter implemented in python (numpy & pytorch)TSF-Library
An Open-source Llibrary for Long-term Time Series Forecasting Task.VAE_anomaly_dection
PyTorch implementation of VAE-anomaly-dection (Variational Autoencoder based Anomaly Detection using Reconstruction Probability)Squeeze
PyTorch implementation of Squeeze (Generic and Robust Localization of Multi-dimensional Root Causes)TimeGrad
Transformers
Explore the performance of Transformer models with different attention mechanisms on long-sequence prediction tasks.ConvLstm
PyTorch implementation of ConvLSTM(Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting)MemStream
PyTorch implementation of MemStream (MemStream:Memory-Based Streaming Anomaly Detection)idcard_identity
基于opencv+cnn的身份证号码识别Transformer
PyTorch implementation of Transformer (Attention Is All You Need)AIOps
Code implementation of my undergraduate graduation project AIOps.GraFITi
PyTorch implementation of GraFITi (GraFITi: Graphs for Forecasting Irregularly Sampled Time Series)GDN
About PyTorch implementation of GDN (Graph Neural Network-Based Anomaly Detection in Multivariate Time Series)DCdetector
PyTorch implementation of DCdetector (DCdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection)Love Open Source and this site? Check out how you can help us