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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!

Paddlex ⭐ 4,510

PaddlePaddle End-to-End Development Toolkit（『飞桨』深度学习全流程开发工具）

Production Level Deep Learning ⭐ 3,957

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

Mmdeploy ⭐ 2,371

OpenMMLab Model Deployment Framework

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

Keras Flask Deploy Webapp ⭐ 1,155

😺 Pretty & simple image classifier app template. Deploy your own trained model or pre-trained model (VGG, ResNet, Densenet) to a web app using Flask in 10 minutes.

Deep Learning In Production ⭐ 949

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

🧞 No-code tool for creating a neural search solution in minutes

Studio Lab Examples ⭐ 539

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

Fedscale ⭐ 347

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

Dlcampjeju ⭐ 326

Deep Learning Camp Jeju

Artificial Intelligence Projects ⭐ 280

Collection of Artificial Intelligence projects.

Imagetagger ⭐ 257

An open source online platform for collaborative image labeling

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.

Deep_thought ⭐ 151

Deploy smart, not hard.

Djl Serving ⭐ 147

A universal scalable machine learning model deployment solution

Deploy Bert For Sentiment Analysis With Fastapi ⭐ 129

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

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

Torchlambda ⭐ 94

Lightweight tool to deploy PyTorch models to AWS Lambda

Ultralytics HUB tutorials and support

Pytorch Android ⭐ 91

[EXPERIMENTAL] Demo of using PyTorch 1.0 inside an Android app. Test with your own deep neural network such as ResNet18/SqueezeNet/MobileNet v2 and a phone camera.

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.

(WIP)The deployment framework aims to provide a simple, lightweight, fast integrated, pipelined deployment framework for RPA(Robot Process Automation) that ensures reliability, high concurrency and scalability of services.

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.

TFStage: TensorFlow Project Scaffolding

Mlchain Python ⭐ 61

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

Floyd Docs ⭐ 58

FloydHub's documentation code. Contributions welcome!

Oreilly Ai K8s Tutorial ⭐ 58

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

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 Image Caption Generator Web App ⭐ 51

Create a web app to interact with machine learning generated image captions

Policy Adaptation During Deployment ⭐ 46

Training code and evaluation benchmarks for the "Self-Supervised Policy Adaptation during Deployment" paper.

Deep Microservices Todomvc ⭐ 45

Todo Microservice is built on top of DEEP Framework using Microservices Architecture

Pyro Vision ⭐ 45

Computer vision library for wildfire detection

Deepscenetextreader ⭐ 43

This is a c++ project deploying a deep scene text reading pipeline with tensorflow. It reads text from natural scene images. It uses frozen tensorflow graphs. The detector detect scene text locations. The recognizer reads word from each detected bounding box.

Sak Kubeflow ⭐ 36

🚀 Deploy Kubeflow on AWS EKS with Terraform 🤖

Deep Online Video Stabilization Deploy ⭐ 33

deep-online-video-stabilization-deploy

TensorFlow Distributed Image Serving - A lightweight, RESTful remote inference library for decoupling deep learning development and deployment. Example usage cases with CycleGAN and Faster R-CNN. Includes tutorial ipynbs.

Acs Deployment Tutorial ⭐ 30

A tutorial on how to deploy a Dockerised deep learning application on Azure Container Services

Two1 Deep Learning ⭐ 29

Use 21, AWS, Django, and Heroku to sell deep learning algorithms.

Deep Learning Practical Course ⭐ 28

Introduction to Deep Learning from theory to deployment

Emnist_dl2prod ⭐ 28

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

Rgb Color Classifier With Deep Learning Using Keras And Tensorflow ⭐ 27

RGB Color Classifier is a Web App that can Predict upto 11 Distinct Color Classes based on RGB input by the User from GUI sliders

Yolov8_trt ⭐ 27

A quick TensorRT deoloyment solution for YOLOv8.

Water Classifier Fastai ⭐ 26

Deploy your Flask web app classifier on Heroku which is written using fastai library.

Human Pose Estimation With Deep Learning ⭐ 26

MATLAB example of deep learning based human pose estimation.

The Deep Security Agent is easy to deploy automatically in any environment

Ml Reserve ⭐ 24

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

Full Stack On Prem Cv Mlops ⭐ 23

1 config, 1 command from Jupyter Notebook to serve Millions of users

Data Science End To End ⭐ 22

A Respository to get you job ready as a Data Scientist

Ai Msgbot ⭐ 20

Training & Implementation of chatbots leveraging GPT-like architecture with the aitextgen package to enable dynamic conversations.

Mlzoomcamp2022 ⭐ 20

My repo for the Machine Learning Engineering bootcamp 2022 by DataTalks.Club

Model Training And Deployment ⭐ 20

Training and deployment of deep learning models for satellite & aerial imagery

Mlflow Redisai ⭐ 18

RedisAI integration for MLFlow

Pytorch Serving ⭐ 16

[UNMAINTAINED] A starter pack for creating a lightweight responsive web app for Fast.AI PyTorch models.

React Router Series ⭐ 15

Deep dive into React Router (v5)

Deploying Deep Learning Models ⭐ 13

Strategies to deploy deep learning models

Denzel Deployment Framework

Keras2sql ⭐ 12

Deep Learning (Keras) Models Deployment using SQL databases

Serverless Machine Learning ⭐ 12

Examples of deploying scikit, spaCy and Keras (TensorFlow) machine learning models to AWS Lambda with Serverless framework and Python 3.

Fastai Quick Guides ⭐ 10

Quick guides to create, use and share your AI models on SeeMe.ai.

Deep_learning_pytorch ⭐ 10

Python Deep learning models with deployment

Quantized Deep Neural Network On Jetson Agx Xavier ⭐ 9

How to create, train and quantize network, then integrate it into pre/post image processing and generate CUDA C++ code for targeting Jetson AGX Xavier

Libtorch_grpc_serving ⭐ 9

pytorch during training, libtorch during serving via gRPC

Regression_project_course ⭐ 9

This Repo collects the Material of Regression Project at Udemy platform by Eng/ Mohammed Agoor

Irrigreat ⭐ 8

Precision Agriculture based ML and DL project (local host deployment) which have features of crop recommendation, fertilizer recommendation and pesticide recommendation.

Foreman_deployments ⭐ 8

Plugin to support multi-host deployments

Deploy_machine_learning_projects ⭐ 8

This repository contains the examples of deploying AI, ML models using Python, Django and other techniques.

Ann Based Banking Churn Prediction ⭐ 8

This repository will have all the necessary files for machine learning and deep learning based Banking Churn Prediction ANN model which will analyze tha probablity for a customer to leave the bank services in near future. Deployed on Heroku.

Boyorgirl ⭐ 8

A web application + neural net to distinguish baby boys and girls

Serverless Deep Learning Deploy Example ⭐ 8

Onnxeditorv2 ⭐ 8

A Qt based Visual Editor for ONNX

Model_agnostic_prediction ⭐ 7

Peelout model agnostic is a class for easily performing production pipeline predictions.

Deep_learn_deploy ⭐ 6

Deploy a deep learn script to a fresh spot AWS instance optimized for DL model creation, run script, upload outputs, kill instance.

Containers Ml And Cloud Computing ⭐ 6

Everything about how to deploy projects on the cloud, run ML workloads on the HPC cluster and on the cloud and the efficient configuration and management of related collaborative platforms [e.g. container orchestration].

Raspi Bloodview ⭐ 6

Blood cell detector using YOLOv5, deployed on Raspberry with Flask

The Deep Security Agent is easy to deploy automatically in any environment

Sagemaker Sentiment Analysis ⭐ 5

Deep Learning Udacity Nanodegree - SageMaker Deployment of a Sentiment Analysis model

Vision Terraform ⭐ 5

IBM Maximo Visual Inspection sample terraform templates for deployment in IBM Cloud (formerly IBM PowerAI Vision and IBM Visual Insights)

Awesome Machine Learning Deep Learning Deployment ⭐ 5

Awesome Machine learning Deep learning Deployment

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