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Pyod: A Python library for anomaly detection across tabular, time series, graph, text, image, and audio data. It is listed under Data & Analytics on AI Registry as a free tool.
The tools below are approved listings in the same category, ordered by how closely their tags match Pyod. This is an automatic list. We have not written a researched verdict for Pyod yet, so treat it as a shortlist and check each vendor's pricing page before switching.
Built from each tool's listing. Vendors can update their own listing after claiming it.
TimeGPT-2.1: production ready pre-trained Time Series Foundation Model for forecasting and anomaly detection.
Nixtla is the company behind TimeGPT, a foundation model for time series forecasting and anomaly detection. Rather than training a separate model for each dataset, users send their historical data to a pretrained model and receive forecasts or flags for unusual points. The documentation describes it as the first founda...
A unified framework for machine learning with time series
Sktime is an open source Python framework for time series machine learning. It puts forecasting, classification, anomaly detection, feature extraction and probabilistic prediction behind one consistent API, so a team can fit and compare models without learning a new interface for each method. The library covers more t...
nannyml: post-deployment data science in python
NannyML is a post deployment monitoring product for machine learning models. Its core idea is to estimate model performance when ground truth labels are delayed or missing, so a team can see how a model is doing and be alerted when performance drops rather than when data merely drifts. The company says this cuts false ...
AI Infra / AI Orchestration / AI Control Plane
Polyaxon is an open source control plane for running machine learning and AI workloads on Kubernetes. It schedules, tracks and governs training jobs, services, notebooks, agent sessions and sandboxes on the customer's own clusters, so data, models, logs and artifacts stay inside infrastructure the customer controls. I...
Ray is an AI compute engine.
Ray is an open source framework for distributed computing, positioned as an AI compute engine for scaling machine learning and AI workloads. It is native to Python and is developed by Anyscale. It lets developers take Python code from a laptop to thousands of GPUs, using CPUs and GPUs of different kinds in the same pip...
SwanLab - an open-source, modern-design AI training tracking and visualization tool.
SwanLab is an experiment tracking and visualization platform for AI model training, available as a cloud service and as a self hosted deployment. Researchers add a few lines of Python to log metrics, hyperparameters and media, and SwanLab records them in a dashboard during training and as a record for later review. It...