Algorithmia

Algorithmia is a platform provided by Algorithmia Inc. that aims to meet the needs of organizations of all sizes, from small startups to large enterprises. According to the vendor, Algorithmia offers a marketplace and infrastructure for deploying, managing, and scaling machine learning models in production. It is utilized by professionals such as data scientists, machine learning engineers, software developers, IT professionals, and those in the financial services industry.

Key Features

Deploy and Manage ML Models: According to the vendor, Algorithmia provides a platform that allows users to easily deploy, manage, and scale machine learning models in production. Users can deploy models written in any open-source language or library, and Algorithmia supports deployment on-premises, in the cloud, or in a hybrid environment. The vendor states that Algorithmia also supports real-time or batch predictions through a production-quality REST API.

Model Versioning and Governance: Algorithmia offers version control and governance features, according to the vendor, to track and manage different versions of machine learning models. Users can compare and rollback to previous versions of models, and customizable governance policies allow organizations to control access, review, and approval workflows for models. Algorithmia provides a history of prediction activity and model updates for regulatory compliance, as claimed by the vendor.

Monitoring and Diagnostics: Algorithmia includes monitoring and diagnostics capabilities, according to the vendor, to improve the performance of deployed models. Users can track service health, accuracy, and data drift of models using ML monitoring features. The vendor also claims that Algorithmia offers automatic model health monitoring to identify and explain changes in model performance over time. Users can build challenger models or leverage AutoML to continuously test and improve model performance, according to the vendor.

Integration with Existing Systems: According to the vendor, Algorithmia seamlessly integrates with popular systems such as Snowflake and Tableau through built-in write-back integrations. Users can easily configure existing models to work with Algorithmia's monitoring and governance framework. Algorithmia supports the deployment of models regardless of how they were built or where they are deployed, according to the vendor.