Awesome Open Source
Awesome Open Source

Update January 2018

  • Seldon Core open sourced.
    • Seldon Core focuses purely on deploying a wide range of ML models on Kubernetes, allowing complex runtime serving graphs to be managed in production. Seldon Core is a progression of the goals of the Seldon-Server project but also a more restricted focus to solving the final step in a machine learning project which is serving models in production. Please have a look at the project page which includes extensive documentation to investigate further.

Seldon Server : * * Archived * *

This project is not actively maintained anymore please see Seldon Core.

Seldon Server is a machine learning platform that helps your data science team deploy models into production.

It provides an open-source data science stack that runs within a Kubernetes Cluster. You can use Seldon to deploy machine learning and deep learning models into production on-premise or in the cloud (e.g. GCP, AWS, Azure).

Seldon supports models built with TensorFlow, Keras, Vowpal Wabbit, XGBoost, Gensim and any other model-building tool — it even supports models built with commercial tools and services where the model is exportable.

It includes an API with two key endpoints:

  1. Predict - Build and deploy supervised machine learning models created in any machine learning library or framework at scale using containers and microservices.
  2. Recommend - High-performance user activity and content based recommendation engine with various algorithms ready to run out of the box.

Other features include:

  • Complex dynamic algorithm configuration and combination with no downtime: run A/B and Multivariate tests, cascade algorithms and create ensembles.
  • Command Line Interface (CLI) for configuring and managing Seldon Server.
  • Secure OAuth 2.0 REST and gRPC APIs to streamline integration with your data and application.
  • Grafana dashboard for real-time analytics built with Kafka Streams, Fluentd and InfluxDB.

Seldon is used by some of the world's most innovative organisations — it's the perfect machine learning deployment platform for start-ups and can scale to meet the demands of large enterprises.

Get Started

It takes a few minutes to install Seldon on a Kubernetes cluster. Visit our install guide and read our tech docs.

Community & Support


Seldon is available under Apache Licence, Version 2.0

Alternatives To Seldon Server
Select To Compare

Alternative Project Comparisons
Related Awesome Lists
Top Programming Languages

Get A Weekly Email With Trending Projects For These Topics
No Spam. Unsubscribe easily at any time.
Python (865,695
Java (404,416
Docker (99,016
Learning (75,770
Deployment (56,799
Machine Learning (39,842
Amazon Web Services (38,987
Deep Learning (38,630
Cloud Computing (29,179
Kubernetes (25,652
Tensorflow (22,774
Azure (18,016
Microservices (12,284
Spark (10,782
Kafka (9,717
Google Cloud Platform (5,556
Recommendation (5,006
Recommendation System (2,570
Kafka Streams (437
Seldon (7