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conda-forge.org : salesforce-merlion
Merlion is a Python library for time series intelligence. It features a unified interface for many commonly used models and datasets for anomaly detection and forecasting on both univariate and multivariate time series, along with standard pre-processing and post-processing layers. It has several modules to improve ease-of-use, including visualization, anomaly score calibration to improve interpetability, AutoML for hyperparameter tuning and model selection, and model ensembling. Merlion also provides a unique evaluation framework that simulates the live deployment and re-training of a model in production. This library aims to provide engineers and researchers a one-stop solution to rapidly develop models for their specific time series needs, and benchmark them across multiple time series datasets.
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purl: pkg:conda/salesforce-merlion
Keywords: anomaly-detection, automl, benchmarking, ensemble-learning, forecasting, machine-learning, time-series
License: BSD-3-Clause
Latest release: over 1 year ago
First release: over 2 years ago
Stars: 2,915 on GitHub
Forks: 250 on GitHub
See more repository details: repos.ecosyste.ms
Last synced: 11 days ago