302 Open source projects that are alternatives of or similar to MLOps

Crane is a easy-to-use and beautiful desktop application helps you build manage your container images.

A lightweight tool to get an AI Infrastructure Stack up in minutes not days. K3ai will take care of setup K8s for You, deploy the AI tool of your choice and even run your code on it.

Compare MLOps Platforms. Breakdowns of SageMaker, VertexAI, AzureML, Dataiku, Databricks, h2o, kubeflow, mlflow...

A multi-functional library for full-stack Deep Learning. Simplifies Model Building, API development, and Model Deployment.

Evaluate wandb, tensorboard, neptune, mlflow, etc

CartPole game by Reinforcement Learning, a journey from training to inference

Projects developed by Domino's R&D team

Ready to run docker-compose configuration for ML Flow with Mysql and Minio S3

FuseML aims to provide an MLOps framework as the medium dynamically integrating together the AI/ML tools of your choice. It's an extensible tool built through collaboration, where Data Engineers and DevOps Engineers can come together and contribute with reusable integration code.

PyTorch Lightning + Hydra. A very user-friendly template for rapid and reproducible ML experimentation with best practices. ⚡🔥⚡

Completely Scalable FastAPI based template for Machine Learning, Deep Learning and any other software project which wants to use Fast API as an API framework.

A set of demo of deploying a Machine Learning Model in production using various methods

A use case of a reproducible machine learning pipeline using Dask, DVC, and MLflow.

Developer productivity tool for making high-quality FastAPI production-ready APIs.

deepstack trainer is a Flask powerd, easy to use web app, hepls us to train and test Deepstack AI

The API Application Development using Python FastAPI, including interactive API documentation

Templates for Intility developers.

A @rclone served WebDAV server with @minio as the s3 storage backend docker example

Python clean architecture and usecase implementation with fastapi and pydiator-core

Engine for ML/Data tracking, visualization, dashboards, and model UI for Polyaxon.

OpenSource self-service infrastructure solution that defines and manages the complete lifecycle of resources used and provisioned into a cloud! It is a terraform UI with rest api for terraform automation

Predicting Profitable Day Trading Positions using Decision Tree Classifiers. scikit-learn | Flask | SQLite3 | pandas | MLflow | Heroku | Streamlit

FastAPI on Google Cloud Run

💵 Free & open source API service for current and historical foreign exchange rates.

pydantic-i18n is an extension to support an i18n for the pydantic error messages.

Pythonic search engine based on PyLucene.

Terraform provider for managing minio S3 buckets and IAM Users

Demos from my Zero to Hero with Dapr session @ DaprCon

Django、FastAPI、MySQL、Mongodb、Redis、Devops、Nginx、Vue、Docker、Supervisor、Celery

All content related to machine learning from my blog

Lazy package to start your project using FastAPI✨

A generic template for building end-to-end machine learning projects

Your favorite object storage with nestjs

Notes for Machine Learning Engineering for Production (MLOps) Specialization course by DeepLearning.AI & Andrew Ng

FastAPI plugin to enable SSO to most common providers (such as Facebook login, Google login and login via Microsoft Office 365 Account)

CPU and GPU deterministic and therefore fully reproducible machine learning pipelines using MLflow.

Serving TensorFlow models with TensorFlow Serving 📙

Package for providing a class for camelizing request and response bodies for fastapi while keeping your python code snake cased.

DRF-like declarative viewsets for FastAPI

A collection of WhyLogs examples in various languages

Lightweight browser hot reload for Python ASGI web apps

vue-element-admin-fastapi

Operationalize a video anomaly detection model with Azure ML

A basic Application with multiple functionalities built with FastAPI aim to help Users Buy New Items Provided using PaypalAPI 🚀

Lightweight and Fast Feature Store Powered by Go (and Rust).

This is a simple face detection api that takes as input, an image and gives as output, detected faces on the image. This API can be used as an alternative to the paid face detection APIs currently available as it gives quite good accuracy levels.

A FastAPI based low code starter: Async SQLAlchemy, Postgres, React-Admin, pytest and cypress

CodeX is a platform which converts code into easy to understand language.

Simple integration between FastAPI and cloud authentication services (AWS Cognito, Auth0, Firebase Authentication).

Easy and secure implementation of Azure AD for your FastAPI APIs 🔒 B2C, single- and multi-tenant support.

Dockerized web application on FastAPI, sqlalchemy1.4, PostgreSQL

Python Machine Learning (ML) project that demonstrates the archetypal ML workflow within a Jupyter notebook, with automated model deployment as a RESTful service on Kubernetes.

Yet another opinionated fastapi-start-kit with best practice

Ready-to-use and customizable users management for FastAPI

A simple example of deploying FastAPI as a Zeit Serverless Function

A library for managing, validating, summarizing, and visualizing data.

A project-based course on the foundations of MLOps with a focus on intuition and application.

⚙️ Full stack, Modern Web Application Generator. ✨ Using FastAPI, GraphQL, PostgreSQL as database, Docker, automatic HTTPS and more. 🔖

Test Suites for Validating ML Models & Data. Deepchecks is a Python package for comprehensively validating your machine learning models and data with minimal effort.

FSS3 is an S3 filesystem abstraction layer for Golang