Alternatives and similar repositories for ml-ops

Users that are interested in ml-ops are comparing it to the libraries listed below

• jeremyjordan / ml-monitoring
  A demo of Prometheus+Grafana for monitoring an ML model served with FastAPI.
  ☆233Updated last year
• Toumash / mlflow-docker
  Ready to run docker-compose configuration for ML Flow with Mysql and Minio S3
  ☆259Updated last year
• bentoml / gallery
  BentoML Example Projects 🎨
  ☆139Updated 9 months ago
• sayakpaul / ml-deployment-k8s-fastapi
  This project shows how to serve an ONNX-optimized image classification model as a web service with FastAPI, Docker, and Kubernetes.
  ☆221Updated 3 years ago
• jmeisele / ml-ops-kafka
  Kafka variant of the MLOps Level 1 stack
  ☆26Updated 3 years ago
• zenml-io / mlstacks
  A series of Terraform based recipes to provision popular MLOps stacks on the cloud.
  ☆255Updated last year
• FerrariDG / async-ml-inference
  PoC with FastAPI and Celery to ML inference
  ☆91Updated 2 years ago
• amesar / mlflow-examples
  Basic and advanced MLflow examples for many ML flavors
  ☆235Updated last year
• ming0070913 / example-ml-project
  Deploying PyTorch Model to Production with FastAPI in CUDA-supported Docker
  ☆105Updated 3 years ago
• datarevenue-berlin / OpenMLOps
  ☆704Updated 3 years ago
• Minyus / pipelinex
  PipelineX: Python package to build ML pipelines for experimentation with Kedro, MLflow, and more
  ☆230Updated last year
• zademn / mnist-mlops-learning
  In this project I played with mlflow, streamlit and fastapi to create a training and prediction app on digits
  ☆106Updated 3 years ago
• 99sbr / fastapi-template
  Completely Scalable FastAPI based template for Machine Learning, Deep Learning and any other software project which wants to use Fast API…
  ☆226Updated 4 months ago
• sachua / mlflow-docker-compose
  MLflow deployment with 1 command
  ☆213Updated this week
• aporia-ai / mlops.toys
  🎲 A curated list of MLOps projects, tools and resources
  ☆184Updated last year
• jonathanreadshaw / ServingMLFastCelery
  Working example for serving a ML model using FastAPI and Celery
  ☆74Updated 3 years ago
• machine-learning-apps / actions-ml-cicd
  A Collection of GitHub Actions That Facilitate MLOps
  ☆208Updated 2 years ago
• shanesoh / deploy-ml-fastapi-redis-docker
  Deploy and scale machine learning models with FastAPI, Redis and Docker
  ☆151Updated 3 years ago
• at-gmbh / docker-mlflow-server
  a docker image of the MLflow server component
  ☆36Updated last week
• iterative / example-get-started
  Get started DVC project (NLP, random forest)
  ☆184Updated last year
• mlops-guide / dvc-gitactions
  Example project with a complete MLOps cycle: versioning data, generating reports on pull requests and deploying the model on releases wit…
  ☆49Updated 3 years ago
• MBKraus / incremental_training
  Repo that relates to the Medium blog 'Keeping your ML model in shape with Kafka, Airflow' and MLFlow'
  ☆121Updated 2 years ago
• dpleus / mlops
  A MLOps platform using prefect, mlflow, FastAPI, Prometheus/Grafana und streamlit
  ☆93Updated 3 years ago
• adriangonz / mlflow-talk
  End to End example integrating MLFlow and Seldon Core
  ☆52Updated 4 years ago
• aporia-ai / mlplatform-workshop
  🍫 Example code for a basic ML Platform based on Pulumi, FastAPI, DVC, MLFlow and more
  ☆442Updated 3 years ago
• SeldonIO / tempo
  MLOps Python Library
  ☆119Updated 3 years ago
• mlrun / demos
  End to end MLRun demos
  ☆93Updated 2 months ago
• soundsensing / mlflow-easyauth
  Deploy MLflow with HTTP basic authentication using Docker
  ☆104Updated 3 weeks ago
• feast-dev / feast-aws-credit-scoring-tutorial
  Feast AWS guide using Redshift / Spectrum / DynamoDB to build a credit scoring model
  ☆67Updated 3 years ago
• DanilBaibak / ml-in-production
  The practical use-cases of how to make your Machine Learning Pipelines robust and reliable using Apache Airflow.
  ☆52Updated 2 years ago