ML4ITS

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1. mtad-gat-pytorchmtad-gat-pytorchPublic

   PyTorch implementation of MTAD-GAT (Multivariate Time-Series Anomaly Detection via Graph Attention Networks) by Zhao et. al (2020, https://arxiv.org/abs/2009.02040).

   Python 362 86

2. TimeVQVAETimeVQVAEPublic

   [official] PyTorch implementation of TimeVQVAE from the paper ["Vector Quantized Time Series Generation with a Bidirectional Prior Model", AISTATS 2023]

   Jupyter Notebook 138 15

3. TimeVQVAE-AnomalyDetectionTimeVQVAE-AnomalyDetectionPublic

   [official] PyTorch implementation of TimeVQVAE-AD, a time series anomaly detection model.

   Jupyter Notebook 86 15

4. tdt99-2020tdt99-2020Public

   Repository for the theory module TDT99

   37 6

5. List-of-PapersList-of-PapersPublic

   Curated List of papers on Time Series Analysis

   16 3

6. synthetic-datasynthetic-dataPublic

   Generate synthetic time-series using generative adversarial networks. Functional end-to-end system for dataset generation, model registry/inferences and UI interface for evaluation.

   Jupyter Notebook 16 3