iterative / mlemLinks
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
Sorting:
- βοΈ Terraform plugin for machine learning workloads: spot instance recovery & auto-termination | AWS, GCP, Azure, Kubernetesβ295Updated 6 months ago
- The Fuzzy Labs guide to the universe of open source MLOpsβ466Updated last month
- 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¦β391Updated 5 months ago
- skops is a Python library helping you share your scikit-learn based models and put them in productionβ490Updated this week
- β704Updated 2 years ago
- A series of Terraform based recipes to provision popular MLOps stacks on the cloud.β254Updated 8 months ago
- UnionML: the easiest way to build and deploy machine learning microservicesβ335Updated last year
- π·οΈ Git Tag Ops. Turn your Git repository into Artifact Registry or Model Registry.β148Updated this week
- An end-to-end implementation of intent prediction with Metaflow and other cool toolsβ865Updated 2 years ago
- A kedro-plugin for integration of mlflow capabilities inside kedro projects (especially machine learning model versioning and packaging)β217Updated this week
- ML pipeline orchestration and model deployments on Kubernetes.β435Updated last year
- Move fast from data science prototype to pipeline. Capture, analyze, and transform messy notebooks into data pipelines with just two lineβ¦β667Updated 3 months ago
- π« Example code for a basic ML Platform based on Pulumi, FastAPI, DVC, MLFlow and moreβ441Updated 3 years ago
- Doubt your data, find bad labels.β513Updated 11 months ago
- π Log and track ML metrics, parameters, models with Git and/or DVCβ177Updated last week
- Monitor the stability of a Pandas or Spark dataframe βοΈβ503Updated 4 months ago
- MLRun is an open source MLOps platform for quickly building and managing continuous ML applications across their lifecycle. MLRun integraβ¦β1,547Updated this week
- π² A curated list of MLOps projects, tools and resourcesβ186Updated last year
- Compare MLOps Platforms. Breakdowns of SageMaker, VertexAI, AzureML, Dataiku, Databricks, h2o, kubeflow, mlflow...β391Updated 2 years ago
- An inference server for your machine learning models, including support for multiple frameworks, multi-model serving and moreβ815Updated this week
- Data search & enrichment library for Machine Learning β Easily find and add relevant features to your ML & AI pipeline from hundreds of pβ¦β332Updated this week
- Recommendations at "Reasonable Scale": joining dataOps with recSys through dbt, Merlin and Metaflowβ237Updated 2 years ago
- A demo of Prometheus+Grafana for monitoring an ML model served with FastAPI.β235Updated last year
- π Minimal examples of machine learning tests for implementation, behaviour, and performance.β264Updated 2 years ago
- Coarse-grained lineage and tracing for machine learning pipelines.β469Updated 2 years ago
- Curated list of open source tooling for data-centric AI on unstructured data.β718Updated last year
- EvalML is an AutoML library written in python.β810Updated this week
- 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 11 months ago
- Kubeflowβs superfood for Data Scientistsβ636Updated this week
- aim-mlflow integrationβ214Updated last year