{"id":14982319,"url":"https://github.com/seldonio/seldon-server","last_synced_at":"2025-04-14T08:17:47.471Z","repository":{"id":43081851,"uuid":"30649762","full_name":"SeldonIO/seldon-server","owner":"SeldonIO","description":"Machine Learning Platform and Recommendation Engine built on Kubernetes","archived":false,"fork":false,"pushed_at":"2020-04-12T12:00:18.000Z","size":3685,"stargazers_count":1473,"open_issues_count":23,"forks_count":299,"subscribers_count":134,"default_branch":"master","last_synced_at":"2025-04-14T08:17:27.662Z","etag":null,"topics":["aws","azure","cloud","deep-learning","deployment","docker","gcp","java","kafka","kafka-streams","kubernetes","machine-learning","microservices","prediction","python","recommendation-engine","recommender-system","seldon","spark","tensorflow"],"latest_commit_sha":null,"homepage":"https://www.seldon.io/","language":"Java","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/SeldonIO.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2015-02-11T13:49:35.000Z","updated_at":"2025-04-11T15:35:15.000Z","dependencies_parsed_at":"2022-09-26T20:41:06.343Z","dependency_job_id":null,"html_url":"https://github.com/SeldonIO/seldon-server","commit_stats":null,"previous_names":[],"tags_count":43,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SeldonIO%2Fseldon-server","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SeldonIO%2Fseldon-server/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SeldonIO%2Fseldon-server/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/SeldonIO%2Fseldon-server/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/SeldonIO","download_url":"https://codeload.github.com/SeldonIO/seldon-server/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248844000,"owners_count":21170499,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["aws","azure","cloud","deep-learning","deployment","docker","gcp","java","kafka","kafka-streams","kubernetes","machine-learning","microservices","prediction","python","recommendation-engine","recommender-system","seldon","spark","tensorflow"],"created_at":"2024-09-24T14:05:11.407Z","updated_at":"2025-04-14T08:17:47.435Z","avatar_url":"https://github.com/SeldonIO.png","language":"Java","readme":"\n# **Update January 2018**\n\n * [Seldon Core open sourced](https://github.com/SeldonIO/seldon-core). \n    * 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](https://github.com/SeldonIO/seldon-core) which includes extensive documentation to investigate further.\n\n\n\n# Seldon Server : * * Archived * *\n\n**This project is not actively maintained anymore please see** [Seldon Core](https://github.com/SeldonIO/seldon-core).\n\nSeldon Server is a machine learning platform that helps your data science team deploy models into production.\n\nIt provides an open-source data science stack that runs within a [Kubernetes](http://kubernetes.io/) Cluster. You can use Seldon to deploy machine learning and deep learning models into production on-premise or in the cloud (e.g. [GCP](http://docs.seldon.io/kubernetes-google-cloud.html), AWS, Azure).\n\nSeldon 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.\n\nIt includes an API with two key endpoints:\n\n1.  **[Predict](http://docs.seldon.io/prediction-guide.html)** - Build and deploy supervised machine learning models created in any machine learning library or framework at scale using containers and [microservices](http://docs.seldon.io/api-microservices.html).\n2.  **[Recommend](http://docs.seldon.io/content-recommendation-guide.html)** - High-performance user activity and content based recommendation engine with various algorithms ready to run out of the box. \n\nOther features include:\n\n- Complex dynamic [algorithm configuration and combination](http://docs.seldon.io/advanced-recommender-config.html) with no downtime: run A/B and Multivariate tests, cascade algorithms and create ensembles.\n- Command Line Interface ([CLI](http://docs.seldon.io/seldon-cli.html)) for configuring and managing Seldon Server.\n- Secure OAuth 2.0 REST and [gRPC](http://docs.seldon.io/grpc.html) APIs to streamline integration with your data and application.\n- Grafana dashboard for [real-time analytics](http://docs.seldon.io/analytics.html) built with Kafka Streams, Fluentd and InfluxDB.\n\nSeldon 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.\n\n## Get Started\n\nIt takes a few minutes to install Seldon on a Kubernetes cluster. Visit our [install guide](http://docs.seldon.io/install.html) and read our [tech docs](http://docs.seldon.io).\n\n## Community \u0026 Support\n\n* Join the [Seldon Users Group](https://groups.google.com/forum/#!forum/seldon-users).\n* [Register for our newsletter](http://eepurl.com/6X6n1) to be the first to receive updates about our products and events.\n* Visit [our website](https://www.seldon.io/), follow [@seldon_io](https://twitter.com/seldon_io) on Twitter and like [our Facebook page](https://www.facebook.com/seldonhq/).\n* If you're in London, meet us at [TensorFlow London](https://www.meetup.com/TensorFlow-London/) - a community of over 1200 data scientists that we co-organise.\n* We also offer [commercial support plans and managed services](https://www.seldon.io/enterprise/).\n\n## License\nSeldon is available under [Apache Licence, Version 2.0](https://github.com/SeldonIO/seldon-server/blob/master/README.md)\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fseldonio%2Fseldon-server","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fseldonio%2Fseldon-server","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fseldonio%2Fseldon-server/lists"}