Ml Api Deployment MLOps Tools

There are 50 ml api deployment tools tracked. 1 score above 70 (verified tier). The highest-rated is combust/mleap at 70/100 with 1,536 stars.

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#	Tool	Score	Tier	Stars	Language
1	combust/mleap MLeap: Deploy ML Pipelines to Production	70	Verified	1,536	Scala
2	ml-tooling/opyrator 🪄 Turns your machine learning code into microservices with web API,...	63	Established	3,138	Python
3	jpmorganchase/inference-server Deploy your AI/ML model to Amazon SageMaker for Real-Time Inference and...	51	Established	57	Python
4	ebhy/budgetml Deploy a ML inference service on a budget in less than 10 lines of code.	50	Established	1,345	Python
5	SocAIty/APIPod Create web-APIs for long-running tasks. Job based task handling. Get the...	49	Emerging	26	Python
6	tanujjain/deploy-ml-model Deploying a simple machine learning model to an AWS ec2 instance using flask...	48	Emerging	81	Jupyter Notebook
7	Nneji123/Serving-Machine-Learning-Models This repository contains instructions, template source code and examples on...	38	Emerging	54	CSS
8	aws-samples/aws-copilot-cli-streamlit Rapidly deploy a Machine Learning ML service on Amazon Web Services (AWS)...	38	Emerging	10	Python
9	tuvovan/ml_in_production A set of demo of deploying a Machine Learning Model in production using...	35	Emerging	61	Python
10	DarkStarStrix/Auto_Api My personal ML infrastructure	35	Emerging	13	Python
11	developers-cosmos/DeployMachineLearningModels This Repo Contains Deployment of Machine Learning Models on various cloud...	33	Emerging	17	JavaScript
12	anastasiia-p/airflow-ml Airflow Pipeline for Machine Learning	33	Emerging	42	Python
13	anastasiia-p/fastapi-ml ML web service on FastAPI	33	Emerging	28	Python
14	HemanthJoseph/ML-Projects-with-Deployment An end-to-end Machine Learning project from writing a Jupyter notebook to...	33	Emerging	33	Python
15	CoderFatherBB/Crop-Doctor-Final-Year-Project- This project is a comprehensive Flask-based application designed to help...	33	Emerging	2	HTML
16	0-mostafa-rezaee-0/ML_API_with_FastAPI_and_Docker ML Engineering best practices \| ML model deployment as a FastAPI service,...	32	Emerging	5	Jupyter Notebook
17	arnaudlemaignen/resource-model-exporter Resource Model Exporter is a prometheus exporter that collects resource...	32	Emerging	2	Go
18	0-mostafa-rezaee-0/ML_API_with_PostgreSQL_Integration ML Engineering best practices \| Deploying an ML API with FastAPI,...	32	Emerging	5	Jupyter Notebook
19	dayyass/ml-as-service Convert ML Models to Flask + Gunicorn + Docker Service.	32	Emerging	12	Python
20	fjdurlop/deploy-GAISSA Guidelines to deploy AI models in different cloud providers aligned with...	31	Emerging	3	Jupyter Notebook
21	Blacksujit/ArogyaKrishi ArogyaKrishi MVP is an innovative web application crafted to empower farmers...	31	Emerging	18	Jupyter Notebook
22	JesuFemi-O/Cruise Easily Deploy your Tensorflow models to Heroku with just the click of a button!	29	Experimental	9	Shell
23	techequitytraining/gcp-project-blueprints Advanced Google Cloud Blueprints for Accelerating Time to Value in Client Projects	24	Experimental	2	—
24	Szeryy/Midm-2.0 🚀 Build and deploy the Mi:dm 2.0 model for efficient machine learning tasks,...	22	Experimental	—	Jupyter Notebook
25	Dean12345644533/gamepulse-rawg-ml-api 🎮 Build an end-to-end ML project using RAWG video game data with AWS...	22	Experimental	—	Python
26	hasancoded/CloudFileSystem A robust, distributed cloud file system simulation featuring proactive...	21	Experimental	—	Java
27	Behera-babu/ai-fastapi-mlops 🌟 Build production-ready AI services with this FastAPI template, integrating...	21	Experimental	—	Python
28	Western-1/nlp-inference-service Production-ready NLP Microservice with MLOps practices. Features: FastAPI,...	20	Experimental	1	Python
29	Priyanshjain10/ai-fastapi-mlops Production AI service	20	Experimental	1	Python
30	AxelGard/machine-learning-microservice My template for how to make a simple micro service for machine learning...	19	Experimental	2	Jupyter Notebook
31	OElesin/modeldb-aws Verta ai ModelDB on AWS Cloud with integration into Amazon SageMaker for ML...	19	Experimental	1	TypeScript
32	nakiradu77/k8s-image-recognition A simple automated k8s cluster build on AWS deploying an actix_web reverse...	19	Experimental	4	Rust
33	anurag629/BotaniScan-API FastAPI backend for BotaniScan plant disease detection with TensorFlow and Docker	18	Experimental	2	Python
34	greemaltend4/int-gration-cloud-machine-learning Ce projet propose une solution d'intégration cloud pour déployer et gérer...	17	Experimental	—	JavaScript
35	ZKOussama7/AI-Farm A Complete Solution For Managing a Farm, Gorwing Your Own Food, Or Even...	17	Experimental	—	Jupyter Notebook
36	Khatantamir/ml-model-deployment-system-khatantamir End-to-end machine learning model deployment system with FastAPI and Docker.	14	Experimental	—	Python
37	mtichikawa/dockerized-ml-api FastAPI + Docker ML inference service with Redis caching and ensemble anomaly scoring	14	Experimental	—	Jupyter Notebook
38	efealtiparmakoglu/enterprise-ai-platform 🏗️ Enterprise-grade AI Platform with microservices, FastAPI, Celery, ML...	14	Experimental	—	Python
39	paramasridevi/ml-inference-api-with-llm-agent LLM-powered ML inference API with FastAPI, AWS deployment, and tool-calling...	14	Experimental	—	Python
40	Dhivindharshan/student-score-ml-api A beginner-friendly MLOps project showcasing the deployment of a trained...	14	Experimental	—	Python
41	zekely/activity-prediction-api FastAPI backend for real-time ML-based activity prediction with MongoDB	14	Experimental	—	—
42	kalopez/ml-inference-service Containerized ML inference service exposing a churn prediction model via...	14	Experimental	—	Python
43	yoonjihyung2023/ctr-api FastAPI + Docker serving demo for CTR-style model inference	14	Experimental	—	Python
44	jeffthedeveloper/MLOPS Production-ready MLOps pipeline: Serving a GPT-2 model through a Flask API,...	13	Experimental	—	Python
45	silvano315/MLOps-for-sentiment-analysis This is the tenth project of AI Engineering Master. It aims to integrate an...	13	Experimental	—	Python
46	oriolrius/sagemaker-distilgpt2-endpoint Deploy a DistilGPT-2 language model to AWS SageMaker with GitHub Actions CI/CD	13	Experimental	—	Python
47	evops-sum25/evops-ml A web server for EvOps responsible for machine learning tasks ✨	13	Experimental	—	Jupyter Notebook
48	vpgits/sdgp-backend This repository contains the backend component of the SDGP project "quizzifyme"	11	Experimental	—	Python
49	silverstone1903/newsClassifier MLOps: From Models to Production Project#3	11	Experimental	4	Python
50	ViratSrivastava/Devops-Standard-Deployment-Modules This repository contains template modules for deploying a webapp for an ML...	11	Experimental	—	JavaScript

Comparisons in this category

ML_API_with_PostgreSQL_Integration and ML_API_with_FastAPI_and_Docker (32 vs 32)