226 Open source projects that are alternatives of or similar to ml_in_production

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.

MLOps template with examples for Data pipelines, ML workflow management, API development and Monitoring.

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

Deploy FastAPI as Lambda using serverless and mangum

A Jupyter server based on FastAPI

A collection of portable workflows, automation recipes and components for MLOps in a unified CK format. Note that this repository is outdated - please check the 2nd generation of the CK workflow automation meta-framework with portable MLOps and DevOps components here:

🏗️ Create APIs from CSV files within seconds, using fastapi

A fast and durable Pub/Sub channel over Websockets. FastAPI + WebSockets + PubSub == ⚡ 💪 ❤️

a simplified machine learning container platform that helps teams get started with an automated workflow

Portable automation meta-framework to manage, describe, connect and reuse any artifacts, scripts, tools and workflows on any platform with any software and hardware in a non-intrusive way and with minimal effort. Try it using this tutorial to modularize and automate ML Systems benchmarking from the Student Cluster Competition at SC'22:

A Collection of GitHub Actions That Facilitate MLOps

Easy and fast anonymous chat!

The template for building scalable web APIs based on FastAPI, Tortoise ORM and other.

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

API for the GPT-J language model 🦜. Including a FastAPI backend and a streamlit frontend

Black-box optimization library

A declarative KubeFlow Management Tool

Showcase of Redis integration with Python FastAPI framework as API backend for RDKit: Open-Source Cheminformatics Software

A lightweight analytics server with FastAPI and deta.sh Base as DB. A glorified hit-counter of sorts 😁

A simple docker-compose app for orchestrating a fastapi application, a celery queue with rabbitmq(broker) and redis(backend)

The MLOps Workload Orchestrator solution helps you streamline and enforce architecture best practices for machine learning (ML) model productionization. This solution is an extendable framework that provides a standard interface for managing ML pipelines for AWS ML services and third-party services.

All of my recommendations for aspiring engineers in a single place, coming from various areas of interest.

All studies about python

Websocket 'broadcast' demo using FastAPI/Starlette

A GitHub Action that makes it easy to use Great Expectations to validate your data pipelines in your CI workflows.

Generate modern Python clients from OpenAPI

A tool for training models to Vertex on Google Cloud Platform.

By serving course 📚 data that is more "edible" 🍰 for developers, we hope CourseCake offers a smooth approach to build useful tools for students.

📈 API for tracking holdings and trades of ARK Invest funds

Opentracing support for Starlette and FastApi

A complete one stop solution for all the problems of Rural area people. 👩🏻‍🌾

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

Abstractive and Extractive Text summarization using Transformers.

Helm charts for creating reproducible and maintainable deployments of Polyaxon with Kubernetes.

Fullstack Web Application Framework With FastAPI + Vite + VueJS. Streamlit for rapid development.

🚀「Douyin_TikTok_Download_API」是一个开箱即用的高性能异步抖音|TikTok数据爬取工具，支持API调用，在线批量解析及下载。

一个实现了多种常用站点的易用化API的程序 / A program that implements easy-to-use APIs for a variety of commonly used sites.

Easily integrate socket.io with your FastAPI app 🚀

FastAPI-HTMX Demo Project

Implement the Health Check API pattern on your FastAPI application! 🚀

How to build and deploy an anonymization API with FastAPI

The collaboration workspace for Machine Learning

FakeFinder builds a modular framework for evaluating various deepfake detection models, offering a web application as well as API access for integration into existing workflows.

📒 Experiment tracking tool and model registry

Simple, fast, and secure deployments anywhere.

ML Prediction of Bible Topics and Passages (Python / React)

用python+fastapi实现的搜索引擎

Polyaxon Core Client & CLI to streamline MLOps

Server for MoreliaTalk network

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.

Using the latest Software Engineering practices to create a modern and simple app.

This is an example of a Containerized Flask Application that can deploy to many target environments including: AWS, GCP and Azure.

A Smart Bookmark API that can classify websites into 10 different categories built using FastAPI and Tensorflow 2.0

mRMR (minimum-Redundancy-Maximum-Relevance) for automatic feature selection at scale.

A full stack (monolith) boilerplate for FastAPI

FastAPI-PostgreSQL-Celery-RabbitMQ-Redis bakcend with Docker containerization

InsightFace REST API for easy deployment of face recognition services with TensorRT in Docker.

Fast API SAAS Base App

A generic service to send, retry, and manage webhooks.

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