Polyaxon Alternatives

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...

Interpretable ML package for concise, transparent, and accurate predictive modeling (sklearn-compatible).

imodels is an open source Python package for concise, transparent and accurate predictive modeling. It gives data scientists a scikit learn compatible interface to interpretable models, so a classifier or regressor can be imported, fitted and used with the familiar fit and predict methods. The aim is to replace black b...

Build, run, and manage data pipelines for integrating and transforming data.

Mage AI is an AI data engineering platform for running production data pipelines. It describes itself as putting pipelines on autopilot: it checks data quality, diagnoses and recovers from failures, and optimizes performance as data grows. Users can describe what they need and have AI create a scheduled pipeline with ...

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 ...

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...

The backend agents build with - Multimodal database, orchestration, and serving in one file

Pixeltable is a unified multimodal backend that combines a database, orchestration and serving in a single Python file. It is designed for applications that process images, video, audio and documents alongside ordinary columns, and for the agents and AI pipelines built on top of that data. A developer declares tables ...