zenml-io / mlstacks
A series of Terraform based recipes to provision popular MLOps stacks on the cloud.
☆248Updated last month
Related projects ⓘ
Alternatives and complementary repositories for mlstacks
- Joining the modern data stack with the modern ML stack☆193Updated last year
- The Fuzzy Labs guide to the universe of open source MLOps☆449Updated 4 months ago
- A simple guide to MLOps through ZenML and its various integrations.☆183Updated 9 months ago
- ☁️ Terraform plugin for machine learning workloads: spot instance recovery & auto-termination | AWS, GCP, Azure, Kubernetes☆290Updated 2 months ago
- 🐶 A tool to package, serve, and deploy any ML model on any platform. Archived to be resurrected one day🤞☆717Updated last year
- A repository that showcases how you can use ZenML with Git☆65Updated 3 months ago
- A demo of Prometheus+Grafana for monitoring an ML model served with FastAPI.☆227Updated 9 months ago
- ☆704Updated 2 years ago
- Compare MLOps Platforms. Breakdowns of SageMaker, VertexAI, AzureML, Dataiku, Databricks, h2o, kubeflow, mlflow...☆383Updated 2 years ago
- A tool to deploy a mostly serverless MLflow tracking server on a GCP project with one command☆66Updated last year
- MLOps maturity assessment☆57Updated last year
- 🎲 A curated list of MLOps projects, tools and resources☆183Updated 6 months ago
- The repository that contains all source code for the ZenML UI.☆42Updated this week
- Recommendations at "Reasonable Scale": joining dataOps with recSys through dbt, Merlin and Metaflow☆230Updated last year
- 🏬 modelstore is a Python library that allows you to version, export, and save a machine learning model to your filesystem or a cloud sto…☆375Updated 6 months ago
- An end-to-end implementation of intent prediction with Metaflow and other cool tools☆847Updated last year
- This project shows how to serve an ONNX-optimized image classification model as a web service with FastAPI, Docker, and Kubernetes.☆197Updated 2 years ago
- ⚓ Eurybia monitors model drift over time and securizes model deployment with data validation☆205Updated 3 weeks ago
- Concept drift monitoring for HA model servers.☆101Updated last year
- Kickstart your MLOps initiative with a flexible, robust, and productive Python package.☆658Updated 3 months ago
- 🚀 Stream inferences of real-time ML models in production to any data lake (Experimental)☆78Updated 2 years ago
- UnionML: the easiest way to build and deploy machine learning microservices☆337Updated last year
- End to end MLRun demos☆92Updated last week
- MLOpsCommunity's reading group for _Practical MLOps_ by Noah Gift and Alfredo Deza☆48Updated 2 years ago
- Feast AWS guide using Redshift / Spectrum / DynamoDB to build a credit scoring model☆61Updated 3 years ago
- A curated list of awesome open source tools and commercial products for monitoring data quality, monitoring model performance, and profil…☆64Updated 6 months ago
- 🍫 Example code for a basic ML Platform based on Pulumi, FastAPI, DVC, MLFlow and more☆434Updated 3 years ago
- Learn how to create, develop, and maintain a state-of-the-art MLOps code base☆298Updated 3 months ago
- A kedro-plugin for integration of mlflow capabilities inside kedro projects (especially machine learning model versioning and packaging)☆203Updated 2 weeks ago
- ML pipeline orchestration and model deployments on Kubernetes.☆435Updated last year