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 6 months ago
- π« Example code for a basic ML Platform based on Pulumi, FastAPI, DVC, MLFlow and moreβ440Updated 3 years ago
- BentoML Example Projects π¨β138Updated 3 months ago
- Get your MLOps (Level 1) platform started and going fast.β121Updated 2 years ago
- Concept drift monitoring for HA model servers.β101Updated 2 years ago
- π² A curated list of MLOps projects, tools and resourcesβ186Updated 11 months ago
- ML pipeline orchestration and model deployments on Kubernetes.β435Updated last year
- Code samples for the Effective Data Science Infrastructure bookβ115Updated last year
- Basic and advanced MLflow examples for many ML flavorsβ220Updated 8 months ago
- Ready to run docker-compose configuration for ML Flow with Mysql and Minio S3β252Updated 10 months ago
- β704Updated 2 years ago
- MLflow Tracking Server with basic auth deployed in AWS App Runner.β34Updated last year
- Feast AWS guide using Redshift / Spectrum / DynamoDB to build a credit scoring modelβ63Updated 3 years ago
- π§ͺ Simple data science experimentation & tracking with jupyter, papermill, and mlflow.β180Updated 9 months ago
- Repo that relates to the Medium blog 'Keeping your ML model in shape with Kafka, Airflow' andΒ MLFlow'β119Updated last year
- Compare MLOps Platforms. Breakdowns of SageMaker, VertexAI, AzureML, Dataiku, Databricks, h2o, kubeflow, mlflow...β390Updated 2 years ago
- Joining the modern data stack with the modern ML stackβ195Updated last year
- Deploying PyTorch Model to Production with FastAPI in CUDA-supported Dockerβ101Updated 3 years ago
- MLOps Python Libraryβ118Updated 3 years ago
- Example project for the course "Testing & Monitoring Machine Learning Model Deployments"β134Updated last year
- A tool to deploy a mostly serverless MLflow tracking server on a GCP project with one commandβ69Updated last month
- Metaflow tutorials for ODSC West 2021β64Updated 3 years ago
- A Collection of GitHub Actions That Facilitate MLOpsβ208Updated 2 years ago
- This project shows how to serve an ONNX-optimized image classification model as a web service with FastAPI, Docker, and Kubernetes.β212Updated 2 years ago
- π Stream inferences of real-time ML models in production to any data lake (Experimental)β80Updated 2 years ago
- MLFLow Tracking Server based on Docker and AWS S3β70Updated 7 months ago
- a docker image of the MLflow server componentβ36Updated last week
- Kafka variant of the MLOps Level 1 stackβ24Updated 3 years ago
- π Python project template with unit tests, code coverage, linting, type checking, Makefile wrapper, and GitHub Actions.β145Updated last year
- The Fuzzy Labs guide to the universe of open source MLOpsβ461Updated 8 months ago