iterative / mlem
πΆ A tool to package, serve, and deploy any ML model on any platform. Archived to be resurrected one dayπ€
β720Updated last year
Alternatives and similar repositories for mlem:
Users that are interested in mlem are comparing it to the libraries listed below
- βοΈ Terraform plugin for machine learning workloads: spot instance recovery & auto-termination | AWS, GCP, Azure, Kubernetesβ293Updated 4 months ago
- π¬ modelstore is a Python library that allows you to version, export, and save a machine learning model to your filesystem or a cloud stoβ¦β389Updated 3 months ago
- An end-to-end implementation of intent prediction with Metaflow and other cool toolsβ859Updated last year
- ML pipeline orchestration and model deployments on Kubernetes.β435Updated last year
- The Fuzzy Labs guide to the universe of open source MLOpsβ461Updated 9 months ago
- π·οΈ Git Tag Ops. Turn your Git repository into Artifact Registry or Model Registry.β146Updated this week
- A series of Terraform based recipes to provision popular MLOps stacks on the cloud.β255Updated 7 months ago
- UnionML: the easiest way to build and deploy machine learning microservicesβ335Updated last year
- Compare MLOps Platforms. Breakdowns of SageMaker, VertexAI, AzureML, Dataiku, Databricks, h2o, kubeflow, mlflow...β390Updated 2 years ago
- π² A curated list of MLOps projects, tools and resourcesβ186Updated last year
- skops is a Python library helping you share your scikit-learn based models and put them in productionβ477Updated 2 weeks ago
- β704Updated 2 years ago
- Move fast from data science prototype to pipeline. Capture, analyze, and transform messy notebooks into data pipelines with just two lineβ¦β666Updated 2 months ago
- MLRun is an open source MLOps platform for quickly building and managing continuous ML applications across their lifecycle. MLRun integraβ¦β1,522Updated this week
- aim-mlflow integrationβ210Updated last year
- nannyml: post-deployment data science in pythonβ2,059Updated 2 weeks ago
- π« Example code for a basic ML Platform based on Pulumi, FastAPI, DVC, MLFlow and moreβ440Updated 3 years ago
- Curated list of open source tooling for data-centric AI on unstructured data.β719Updated last year
- π Log and track ML metrics, parameters, models with Git and/or DVCβ173Updated this week
- Get started DVC project (NLP, random forest)β180Updated 11 months ago
- A kedro-plugin for integration of mlflow capabilities inside kedro projects (especially machine learning model versioning and packaging)β213Updated last month
- Doubt your data, find bad labels.β512Updated 9 months ago
- Coarse-grained lineage and tracing for machine learning pipelines.β469Updated 2 years ago
- Natural Intelligence is still a pretty good idea.β809Updated 9 months ago
- A demo of Prometheus+Grafana for monitoring an ML model served with FastAPI.β233Updated last year
- Fast Data Science, AKA fds, is a CLI for Data Scientists to version control data and code at once, by conveniently wrapping git and dvcβ387Updated 10 months ago
- A Collection of GitHub Actions That Facilitate MLOpsβ207Updated 2 years ago
- Recommendations at "Reasonable Scale": joining dataOps with recSys through dbt, Merlin and Metaflowβ238Updated 2 years ago
- Ready to run docker-compose configuration for ML Flow with Mysql and Minio S3β253Updated 11 months ago
- An open-source AutoML Library based on PyTorchβ306Updated last month