What is Merlion?
It is a Python library for time series intelligence. It provides an end-to-end machine learning framework that includes loading and transforming data, building and training models, post-processing model outputs, and evaluating model performance. It supports various time series learning tasks, including forecasting and anomaly detection for both univariate and multivariate time series.
Merlion is a tool in the Machine Learning Tools category of a tech stack.
Merlion is an open source tool with 3.3K GitHub stars and 288 GitHub forks. Here’s a link to Merlion's open source repository on GitHub
Who uses Merlion?
Developers
Merlion's Features
- Standardized and easily extensible data loading & benchmarking for a wide range of forecasting and anomaly detection datasets
- A library of diverse models for both anomaly detection and forecasting, unified under a shared interface. Models include classic statistical methods, tree ensembles, and deep learning approaches. Advanced users may fully configure each model as desired
- Abstract DefaultDetector and DefaultForecaster models that are efficient, robustly achieve good performance, and provide a starting point for new users
- AutoML for automated hyperaparameter tuning and model selection
- Practical, industry-inspired post-processing rules for anomaly detectors that make anomaly scores more interpretable, while also reducing the number of false positives
Merlion Alternatives & Comparisons
What are some alternatives to Merlion?
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