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
• bentoml / gallery
  BentoML Example Projects 🎨
  ☆142Updated last year
• zenml-io / mlstacks
  A series of Terraform based recipes to provision popular MLOps stacks on the cloud.
  ☆256Updated last year
• 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.
  ☆224Updated 3 years ago
• jmeisele / ml-ops-kafka
  Kafka variant of the MLOps Level 1 stack
  ☆27Updated 3 years ago
• Toumash / mlflow-docker
  Ready to run docker-compose configuration for ML Flow with Mysql and Minio S3
  ☆262Updated last year
• treeverse / example-get-started
  Get started DVC project (NLP, random forest)
  ☆190Updated last year
• aporia-ai / mlplatform-workshop
  🍫 Example code for a basic ML Platform based on Pulumi, FastAPI, DVC, MLFlow and more
  ☆445Updated 4 years ago
• datarevenue-berlin / OpenMLOps
  ☆708Updated 3 years ago
• soundsensing / mlflow-easyauth
  Deploy MLflow with HTTP basic authentication using Docker
  ☆104Updated last week
• amesar / mlflow-examples
  Basic and advanced MLflow examples for many ML flavors
  ☆242Updated last year
• machine-learning-apps / actions-ml-cicd
  A Collection of GitHub Actions That Facilitate MLOps
  ☆206Updated 3 years ago
• adriangonz / mlflow-talk
  End to End example integrating MLFlow and Seldon Core
  ☆51Updated 5 years ago
• aporia-ai / mlops.toys
  🎲 A curated list of MLOps projects, tools and resources
  ☆186Updated last year
• Minyus / pipelinex
  PipelineX: Python package to build ML pipelines for experimentation with Kedro, MLflow, and more
  ☆230Updated 2 years ago
• thoughtworks / mlops-platforms
  Compare MLOps Platforms. Breakdowns of SageMaker, VertexAI, AzureML, Dataiku, Databricks, h2o, kubeflow, mlflow...
  ☆394Updated 3 years ago
• jonathanreadshaw / ServingMLFastCelery
  Working example for serving a ML model using FastAPI and Celery
  ☆74Updated 4 years ago
• FerrariDG / async-ml-inference
  PoC with FastAPI and Celery to ML inference
  ☆92Updated 3 years ago
• fuzzylabs / awesome-open-mlops
  The Fuzzy Labs guide to the universe of open source MLOps
  ☆476Updated 8 months 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
• ming0070913 / example-ml-project
  Deploying PyTorch Model to Production with FastAPI in CUDA-supported Docker
  ☆105Updated 4 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…
  ☆228Updated 7 months ago
• zademn / mnist-mlops-learning
  In this project I played with mlflow, streamlit and fastapi to create a training and prediction app on digits
  ☆107Updated 4 years ago
• sachua / mlflow-docker-compose
  MLflow deployment with 1 command
  ☆215Updated this week
• 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 4 years ago
• SeldonIO / tempo
  MLOps Python Library
  ☆121Updated 3 years ago
• feast-dev / feast-workshop
  A workshop with several modules to help learn Feast, an open-source feature store
  ☆97Updated 2 months ago
• treeverse / example-get-started-experiments
  Get started DVC project
  ☆64Updated last year
• eugeneyan / python-collab-template
  🛠 Python project template with unit tests, code coverage, linting, type checking, Makefile wrapper, and GitHub Actions.
  ☆151Updated last year
• zenml-io / zenbytes
  A simple guide to MLOps through ZenML and its various integrations.
  ☆188Updated last year