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Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

Gradio ⭐ 25,823

Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!

An Industrial Grade Federated Learning Framework

Seldon Core ⭐ 4,078

An MLOps framework to package, deploy, monitor and manage thousands of production machine learning models

Production Level Deep Learning ⭐ 3,957

A guideline for building practical production-level deep learning systems to be deployed in real world applications.

Orchest ⭐ 3,876

Build data pipelines, the easy way 🛠️

Opyrator ⭐ 2,986

🪄 Turns your machine learning code into microservices with web API, interactive GUI, and more.

Inference ⭐ 1,584

Replace OpenAI GPT with another LLM in your app by changing a single line of code. Xinference gives you the freedom to use any LLM you need. With Xinference, you're empowered to run inference with any open-source language models, speech recognition models, and multimodal models, whether in the cloud, on-premises, or even on your laptop.

Transformer Deploy ⭐ 1,542

Efficient, scalable and enterprise-grade CPU/GPU inference server for 🤗 Hugging Face transformer models 🚀

Seldon Server ⭐ 1,420

Machine Learning Platform and Recommendation Engine built on Kubernetes

Budgetml ⭐ 1,290

Deploy a ML inference service on a budget in less than 10 lines of code.

Deep Learning In Production ⭐ 949

Build, train, deploy, scale and maintain deep learning models. Understand ML infrastructure and MLOps using hands-on examples.

Inference ⭐ 716

A fast, easy-to-use, production-ready inference server for computer vision supporting deployment of many popular model architectures and fine-tuned models.

🐶 A tool to package, serve, and deploy any ML model on any platform. Archived to be resurrected one day🤞

Runhouse ⭐ 667

Create and share production-quality backend apps and services anywhere. Unobtrusive, debuggable, PyTorch-like APIs for your world of infra.

Max Image Resolution Enhancer ⭐ 604

Upscale an image by a factor of 4, while generating photo-realistic details.

Studio Lab Examples ⭐ 539

Example notebooks for working with SageMaker Studio Lab. Sign up for an account at the link below!

Hands On Train And Deploy Ml ⭐ 408

Train and Deploy an ML REST API to predict crypto prices, in 10 steps

Prophecis ⭐ 389

Prophecis is a one-stop cloud native machine learning platform.

Fedscale ⭐ 347

FedScale is a scalable and extensible open-source federated learning (FL) platform.

Ml_sagemaker_studies ⭐ 340

Case studies, examples, and exercises for learning to deploy ML models using AWS SageMaker.

Dlcampjeju ⭐ 326

Deep Learning Camp Jeju

Max Object Detector ⭐ 285

Localize and identify multiple objects in a single image.

Artificial Intelligence Projects ⭐ 280

Collection of Artificial Intelligence projects.

Post Tuto Deployment ⭐ 269

Build and deploy a machine learning app from scratch 🚀

Machine Learning Deployment ⭐ 208

Launch machine learning models into production using flask, docker etc.

Ml Capsule ⭐ 207

ML-capsule is a Project for beginners and experienced data science Enthusiasts who don't have a mentor or guidance and wish to learn Machine learning. Using our repo they can learn ML, DL, and many related technologies with different real-world projects and become Interview ready.

Fastai V3 ⭐ 205

Starter app for fastai v3 model deployment on Render

Machine Learning Projects ⭐ 163

This repository consists of all my Machine Learning Projects.

Lexpredict Contraxsuite ⭐ 151

LexPredict ContraxSuite

Aml Real Time Ai ⭐ 145

Easily deploy models to FPGAs for ultra-low latency with Azure Machine Learning powered by Project Brainwave

Foremast ⭐ 129

Foremast adds application resiliency to Kubernetes by leveraging machine learnt patterns of application health to keep applications healthy and stable

Deploy Bert For Sentiment Analysis With Fastapi ⭐ 129

Deploy BERT for Sentiment Analysis as REST API using FastAPI, Transformers by Hugging Face and PyTorch

Max Audio Classifier ⭐ 112

Identify sounds in short audio clips

Fast Pathology ⭐ 108

⚡ Open-source software for deep learning-based digital pathology

Ml Dl Scripts ⭐ 106

The repository provides usefull python scripts for ML and data analysis

Katana project is a FastAPI template for ASAP 🚀 ML API deployment

Build and deploy a serverless data pipeline on AWS with no effort.

End To End Diabetes Prediction Application Using Machine Learning ⭐ 98

In this project, the objective is to predict whether the person has Diabetes or not based on various features like Number of Pregnancies, Insulin Level, Age, BMI.

Ultralytics HUB tutorials and support

Torchlambda ⭐ 94

Lightweight tool to deploy PyTorch models to AWS Lambda

MLOps simplified. From ML Pipeline ⇨ Data Product without the hassle

Daisykit ⭐ 91

DaisyKit is an easy AI toolkit with face mask detection, pose detection, background matting, barcode detection, face recognition and more. - with NCNN, OpenCV, Python wrappers

Fastdeploy ⭐ 90

Deploy DL/ ML inference pipelines with minimal extra code.

Ecoassist ⭐ 81

Simplify camera trap image analysis with ML species recognition models based around the MegaDetector model

Rps_tfjs_demo ⭐ 77

Training a Rock Paper Scissors model in the browser via TFJS - Learn along style

End To End Machine Learning Projects ⭐ 75

This repository contains Machine Learning projects that involve the steps starting from data collection to deployment

Flask_vue_ml ⭐ 74

后端+前端+算法模型，机器学习项目 demo。Flask + vue + ML, full stack machine learning project construction.

Monai Deploy App Sdk ⭐ 74

MONAI Deploy App SDK offers a framework and associated tools to design, develop and verify AI-driven applications in the healthcare imaging domain.

Valence Manifests ⭐ 72

Rightsize and Autoscale Containers Intelligently for Performance and Cost Management in Kubernetes: A SLO Autoscaler

Max Image Caption Generator ⭐ 71

IBM Code Model Asset Exchange: Show and Tell Image Caption Generator

Mlops.net ⭐ 69

A machine learning model operations and management tool for ML.NET

Forestflow ⭐ 68

ForestFlow is a policy-driven Machine Learning Model Server. It is an LF AI Foundation incubation project.

Lambda.service.skeleton ⭐ 66

A skeleton for deploying python microservices on AWS Lambda.

Minimalistic ML-models auto deployment tool

TFStage: TensorFlow Project Scaffolding

Python PMML scoring library

Deploy Machine Learning Model ⭐ 61

Dockerize and deploy machine learning model as REST API using Flask

Mlchain Python ⭐ 61

Auto-Magical Deploy AI model at large scale, high performance, and easy to use

Max Human Pose Estimator ⭐ 60

Detect humans in an image and estimate the pose for each person

Max Speech To Text Converter ⭐ 60

Converts spoken words into text form.

Machine Learning Lab ⭐ 59

ML Lab enables teams to be more productive in delivering machine learning solutions for their products and datasets.

Oreilly Ai K8s Tutorial ⭐ 58

Materials for the "AI on Kubernetes" tutorial at O'Reilly AI SF 2018

Floyd Docs ⭐ 58

FloydHub's documentation code. Contributions welcome!

Aireferencearchitectures ⭐ 56

Official Azure Reference Architectures for AI workloads

Hypergol ⭐ 54

Hypergol is a Data Science/Machine Learning productivity toolkit to accelerate any projects into production with autogenerated code, standardised structure for data and ML and parallel processing out-of-the-box.

Max Text Sentiment Classifier ⭐ 52

Detect the sentiment captured in short pieces of text

PMML scoring library for Scala

Mlflow Docker Compose ⭐ 52

Deploy mlflow with docker-compose

Stable Diffusion Tritonserver ⭐ 49

Deploy stable diffusion model with onnx/tenorrt + tritonserver

🎱 A demonstration of existing machine learning toolkits on Kubernetes

Max Weather Forecaster ⭐ 45

Predict hourly weather features given historical data for a specific location

Ml Deployment Demo ⭐ 44

ML Deployment, Two Ways

Max Fast Neural Style Transfer ⭐ 44

Generate a new image that mixes the content of a source image with the style of another image.

Max Toxic Comment Classifier ⭐ 43

Detect 6 types of toxicity in user comments.

Rockpool ⭐ 37

A machine learning library for spiking neural networks. Supports training with both torch and jax pipelines, and deployment to neuromorphic hardware.

Sak Kubeflow ⭐ 36

🚀 Deploy Kubeflow on AWS EKS with Terraform 🤖

Enjoytheshow ⭐ 35

Real-time facial expression gathering

Ml Workflow ⭐ 35

A hands-on case study for demonstrating the stages involved in a machine learning project, from EDA to production.

Faas_facebox ⭐ 34

OpenFaaS anonymize function. Use MachineBox service.

Primrose ⭐ 33

Primrose modeling framework for simple production models

Serving Machine Learning Models ⭐ 33

This repository contains instructions, template source code and examples on how to serve/deploy machine learning models using various frameworks and applications such as Docker, Flask, FastAPI, BentoML, Streamlit, MLflow and even code on how to deploy your machine learning model as an android app.

Tftransform Demo ⭐ 33

tf.Transform example for building digital twin with Apache Beam and Tensorflow

MAX Optical Character Recognition

Max Image Segmenter ⭐ 31

Identify objects in an image, additionally assigning each pixel of the image to a particular object

Max Scene Classifier ⭐ 31

Image classifier for physical places/locations, based on the Places365-CNN Model

Dmia_productionml_2021_spring ⭐ 29

Репозиторий направления Production ML, весна 2021

Aml Deploy ⭐ 28

GitHub Action that allows you to deploy machine learning models in Azure Machine Learning.

Emnist_dl2prod ⭐ 28

JuPyter Notebooks and Python Package for Deep Learning Model Exploration, Translation and Deployment

Deploy Ml Model ⭐ 28

R Server Loan Credit Risk ⭐ 27

This solution template shows how to build and deploy a loan-credit-risk solution with Microsoft ML Server

Rorolite ⭐ 27

Command-line tool to deploy ML applications to your own server

Racetrack ⭐ 27

An opinionated framework for deploying, managing, and serving application workloads

Max Question Answering ⭐ 26

Answer questions on a given corpus of text.

Max Audio Embedding Generator ⭐ 25

Generate embedding vectors from audio files

Max Inception Resnet V2 ⭐ 25

Identify objects in images using a third-generation deep residual network.

Gab2019sciencelab ⭐ 25

This project contains instructions to deploy the Global Azure Bootcamp 2019 Science Lab

Ml Reserve ⭐ 24

An Open-Source repository where students could showcase their skills by contributing their ML and DL projects!

Max News Text Generator ⭐ 23

Generate English-language text similar to the news articles in the One Billion Words data set.

Sdk Python ⭐ 23

Python library for Modzy Machine Learning Operations (MLOps) Platform

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