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Ray: Ray is an AI compute engine. 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 Ray. This is an automatic list. We have not written a researched verdict for Ray 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.
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...
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 ...
A hyperparameter optimization framework
Optuna is an open source hyperparameter optimization framework for machine learning. It automates the search for the best hyperparameter values by running many trials of a user defined objective function and learning which settings work. A search space is written directly in Python, using conditionals, loops and ordin...
A Python library for anomaly detection across tabular, time series, graph, text, image, and audio data.
PyOD is an open source Python library for anomaly and outlier detection, positioned by its maintainers as the hub library and API standard for the field. It offers more than 60 detection algorithms behind one interface and covers five data types: tabular, time series, graph, text and image data. The project also includ...
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...
The AI developer platform.
Weights & Biases is an AI developer platform for tracking machine learning experiments and for building and monitoring LLM applications and agents. Its Weave product adds tracing to generative AI code: a developer initializes the library and decorates functions so that LLM calls, document retrieval and agent steps are ...