jeremyjordan / ml-monitoring
A demo of Prometheus+Grafana for monitoring an ML model served with FastAPI.
β232Updated last year
Alternatives and similar repositories for ml-monitoring:
Users that are interested in ml-monitoring are comparing it to the libraries listed below
- A series of Terraform based recipes to provision popular MLOps stacks on the cloud.β254Updated 5 months ago
- π² A curated list of MLOps projects, tools and resourcesβ186Updated 10 months ago
- π Python project template with unit tests, code coverage, linting, type checking, Makefile wrapper, and GitHub Actions.β145Updated 11 months ago
- π« Example code for a basic ML Platform based on Pulumi, FastAPI, DVC, MLFlow and moreβ441Updated 3 years ago
- Ready to run docker-compose configuration for ML Flow with Mysql and Minio S3β252Updated 10 months ago
- Get your MLOps (Level 1) platform started and going fast.β121Updated 2 years ago
- The Fuzzy Labs guide to the universe of open source MLOpsβ458Updated 8 months ago
- ML pipeline orchestration and model deployments on Kubernetes.β435Updated last year
- π Minimal examples of machine learning tests for implementation, behaviour, and performance.β260Updated 2 years ago
- A Collection of GitHub Actions That Facilitate MLOpsβ207Updated 2 years ago
- Software Architecture for ML engineersβ398Updated 2 years ago
- Basic and advanced MLflow examples for many ML flavorsβ220Updated 7 months ago
- a docker image of the MLflow server componentβ36Updated this week
- π§ͺ Simple data science experimentation & tracking with jupyter, papermill, and mlflow.β179Updated 8 months ago
- BentoML Example Projects π¨β138Updated 2 months ago
- A repository that showcases how you can use ZenML with Gitβ69Updated 7 months ago
- Metaflow tutorials for ODSC West 2021β64Updated 3 years ago
- Repo that relates to the Medium blog 'Keeping your ML model in shape with Kafka, Airflow' andΒ MLFlow'β119Updated last year
- In this project I played with mlflow, streamlit and fastapi to create a training and prediction app on digitsβ105Updated 3 years ago
- β704Updated 2 years ago
- Concept drift monitoring for HA model servers.β101Updated 2 years ago
- Compare MLOps Platforms. Breakdowns of SageMaker, VertexAI, AzureML, Dataiku, Databricks, h2o, kubeflow, mlflow...β390Updated 2 years ago
- Example project with a complete MLOps cycle: versioning data, generating reports on pull requests and deploying the model on releases witβ¦β48Updated 3 years ago
- Code samples for the Effective Data Science Infrastructure bookβ115Updated last year
- Joining the modern data stack with the modern ML stackβ196Updated last year
- Learn how to create reliable ML systems by testing code, data and models.β86Updated 2 years ago
- Deploying PyTorch Model to Production with FastAPI in CUDA-supported Dockerβ102Updated 3 years ago
- MLOps tutorial using Python, Docker and Kubernetes.β384Updated 5 months ago
- PostgreSQL offline and online stores for Feastβ32Updated 2 years ago
- β38Updated 2 years ago