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Seldon Core

Paid

Deploy, iterate, and monitor models with a powerful API and real-time analytics.

Type
Saas
Company
Seldon Technologies Ltd.

About Seldon Core

Seldon Core is an open source platform for deploying and managing machine learning models. It provides a powerful API for creating, validating, and deploying models in production. With Seldon Core, developers can quickly and easily deploy models and manage their lifecycle with ease. The platform also enables users to rapidly iterate on models and quickly deploy new versions. Seldon Core is designed to enable data scientists and developers to focus on building, refining, and deploying machine learning models, rather than worrying about infrastructure. Users can also easily monitor models with real-time analytics, and quickly detect and respond to any issues or anomalies. Seldon Core is designed to be secure, scalable, and reliable, making it the perfect platform for deploying and managing machine learning models in production.

Key Features

Deploy models in production with ease using Seldon Core’s powerful API.
Rapidly iterate on models and deploy new versions quickly.
Monitor models with real-time analytics and detect issues or anomalies.

Pros & Cons

Pros
  • Open-source and free to use with no licensing costs
  • Kubernetes-native architecture ensures portability and scalability
  • Broad framework support (TensorFlow, PyTorch, XGBoost, etc.)
  • Real-time monitoring and analytics with out-of-the-box explainability
  • Active community and extensive documentation
  • Supports advanced deployment strategies (canary, shadow, A/B testing)
Cons
  • Requires Kubernetes knowledge for setup and management
  • Initial configuration can be complex for beginners
  • Limited enterprise-grade support without commercial subscription
  • Some advanced features require custom configuration

Best For

Deploy models in production with ease using Seldon Core’s powerful API.Rapidly iterate on models and deploy new versions quickly.Monitor models with real-time analytics and detect issues or anomalies.

Alternatives to Seldon Core

FAQ

What is Seldon Core?
Seldon Core is an open-source MLOps platform designed to deploy, manage, and monitor machine learning models on Kubernetes. It provides a powerful API for model serving, supports multiple ML frameworks, and includes real-time analytics and explainability.
Does Seldon Core support deep learning models?
Yes, it supports deep learning frameworks such as TensorFlow and PyTorch, as well as traditional ML frameworks like Scikit-learn, XGBoost, and more.
Is Seldon Core free to use?
Seldon Core is open-source and free to use. Seldon also offers a commercial enterprise platform (Seldon Deploy) with additional features and support.