Python Production-ready Resources

AI Seed Projects Start with ready code for your next AI experiment. Choose from 1000+ code templates, across a wide variety of use cases. All examples

Deploying PyTorch Model to Production with FastAPI in CUDA-supported Docker A example FastAPI PyTorch Model deploy with nvidia/cuda base docker. Model

Machine Learning Engineering for Production (MLOps) Specialization on Coursera (offered by deeplearning.ai) Programming assignments from all courses i

View Demo · Documentation · Medium article 🔍 Overview Eurybia is a Python library which aims to help in : Detecting data drift and model drift Valida

CFE Django Blog THIS IS COMING SOON This is boilerplate code that you can use to learn how to bring Django into production. TLDR; This is definitely c

Click here to be re-directed to the Beat Inspect Streamlit Web-App You are a music producer? Let's get in touch via LinkedIn Fundamental Analytics for

Industry ready custom API payload with an easy format for building Python APIs (Django/Django Rest Framework) Yosh! If you are a django backend develo

In our solution based on plotly, dash and influxdb, the user will firstly generate the specifications for different robots, and then a wide range of interactive visualizations for different machines for machine power, machine cost, and total cost based on the energy time and total energy getting dynamically from sensors. If a threshold is met, the alert email is generated for further operation.

django-nginx-gunicorn This project is for deploying a production-ready Django project using Nginx and Gunicorn. Running a local server of Django is no

This is a salary prediction website developed with the help of machine learning, this makes prediction of salary on basis of few parameters like interview score, experience test score.

Ontologysim: a Owlready2 library for applied production simulation Ontologysim is an open-source deep production simulation framework, with an emphasi

creosote Identify unused production dependencies and avoid a bloated virtual environment. Quickstart # Install creosote in separate virtual environmen

Awesome Machine Learning Jupyter Notebooks for Google Colaboratory A curated list of Machine Learning and Deep Learning tutorials in Jupyter Notebook

Django & Kubernetes Learn how to deploy a production-ready Django application in

ZenFiles Original Image source: https://www.goodfon.com/wallpaper/x-files-sekretnye-materialy.html And naturally, all credits to the awesome X-Files s

Urbit Sysops Contains some helpful scripts for hosting Urbit. There are two variants included in this repo: one using docker, and one using plain syst

Awesome production machine learning This repository contains a curated list of awesome open source libraries that will help you deploy, monitor, versi

applied-ml Curated papers, articles, and blogs on data science & machine learning in production. ⚙️ Figuring out how to implement your ML project? Lea

musig2-py Experimental musig2 python code, not for production use! This is just for testing things out. All public keys are encoded as 32 bytes, assum

disfork A modern, easy to use, feature-rich, and async ready API wrapper for Discord written in Python. Key Features Modern Pythonic API using async a

Passport-Recogniton-System This is a passport scanning web service to help you scan, identify and validate your passport created with a simple and fle

DAG Bakery - WIP 🔧 dag-bakery aims to simplify our DAG development by removing all the boilerplate and duplicated code when defining multiple DAG cro

woltcheck Python script to check if a wolt restaurant is ready to deliver to you

Puesta en Producción de un modelo de aprendizaje automático con Flask y Heroku L

World Religion Data Visualization Visualization of the World Religion Data dataset by Correlates of War Project. Mostly personal project to famirializ

A minimalistic example of preparing a model for (synchronous) inference in production.

StartApp Simple boilerplate ready for development Notes Currently supported frameworks are: FastApi, Flask 🔨 Installation $ sudo pip3 install starta

AuthenticationX 💫 Ready-to-use and customizable Authentications and Oauth2 management for FastAPI ⚡ Source Code: https://github.com/yezz123/AuthX Doc

Aerich Introduction Aerich is a database migrations tool for Tortoise-ORM, which is like alembic for SQLAlchemy, or like Django ORM with it's own migr

VQGAN-CLIP-Video cat.mp4 policeman.mp4 schoolboy.mp4 forsenBOG.mp4

Lightweight experiment tracking tool for AI/ML individuals and teams. Fits any workflow. Neptune is a lightweight experiment logging/tracking tool tha

FerrisWheel An async-ready Python wrapper around FerrisChat's API. Installation Instructions Linux: $ python3.9 -m pip install -U ferriswheel Python 3

Cookiecutter Flask OpenAPI is a template for jumpstarting production-ready Flask projects quickly. It has a well organized and scalable structure. It uses API design first

Machine Learning Model in Production This git is for those who have concern about serving your machine learning model to production. Overview The tuto

It takes time to start a Django Project and make it almost production-ready. A developer needs to spend a lot of time installing required libraries, setup a database, setup cache as well as hiding secrets, configuring `settings` files. With the help of django-setup-cli a developer can start an `almost production ready` project in a minute.

TensorFlow World To support maintaining and upgrading this project, please kindly consider Sponsoring the project developer. Any level of support is a

Google Drive VFX Server VFX Pipeline About The Project Quick tutorial to setup a Google Drive Server for multiple machines access, and VFX Pipeline on

BERT-based Financial Question Answering System In this example, we use Jina, PyTorch, and Hugging Face transformers to build a production-ready BERT-b

simpliest django(uvicorn)+postgresql+nginx docker-compose (ready for production and dev) To run in production: docker-compose up -d Site available on

Eto Labs Python SDK This is the python SDK for Eto, the AI focused data platform for teams bringing AI models to production. The python SDK makes it e

FastAPI Users Ready-to-use and customizable users management for FastAPI Documentation: https://fastapi-users.github.io/fastapi-users/ Source Code: ht

A minimal python script for generating bip39 seed phrases, and corresponding Seed Signer Seed seed phrase qr code ready for offline printing.

Cookiecutter Django Powered by Cookiecutter, Cookiecutter Django is a framework for jumpstarting production-ready Django projects quickly. Documentati

Klein, a Web Micro-Framework Klein is a micro-framework for developing production-ready web services with Python. It is 'micro' in that it has an incr

Bigcommerce API Python Client Wrapper over the requests library for communicating with the Bigcommerce v2 API. Install with pip install bigcommerce or

Open MLOps - A Production-focused Open-Source Machine Learning Framework Open MLOps is a set of open-source tools carefully chosen to ease user experi

ZenML is an extensible, open-source MLOps framework to create production-ready machine learning pipelines. It has a simple, flexible syntax, is cloud and tool agnostic, and has interfaces/abstractions that are catered towards ML workflows.

Flyte Flyte is a workflow automation platform for complex, mission-critical data, and ML processes at scale Home Page · Quick Start · Documentation ·

Seldon Core: Blazing Fast, Industry-Ready ML An open source platform to deploy your machine learning models on Kubernetes at massive scale. Overview S

Recipes are a standard, well supported set of blueprints for machine learning engineers to rapidly train models using the latest research techniques without significant engineering overhead.Specifically, recipes aims to provide- Consistent access to pre-trained SOTA models ready for production- Reference implementations for SOTA research reproducibility, and infrastructure to guarantee correctness, efficiency, and interoperability.

Model Validation Toolkit is a collection of tools to assist with validating machine learning models prior to deploying them to production and monitoring them after deployment to production.

Contra AI Engine A lightweight, production ready Tensorflow alternative developed by Styvio styvio.com » How to Use · Report Bug · Request Feature Tab

scriptenv Define requirements inside your python code and scriptenv makes them ready to import. Getting Started Install scriptenv $ pip install script

modelkit Python framework for production ML systems. modelkit is a minimalist yet powerful MLOps library for Python, built for people who want to depl

🌟 HNSW + PostgreSQL Indexer HNSWPostgreSQLIndexer Jina is a production-ready, scalable Indexer for the Jina neural search framework. It combines the

Impression-Learning-Camera-Ready Camera ready code repo for the NeuRIPS 2021 paper: "Impression learning: Online representation learning with synaptic

powerapps-docstring PowerApps-docstring is a console based, pipeline ready application that automatically generates user and technical documentation f

WeKws Production First and Production Ready End-to-End Keyword Spotting Toolkit. The goal of this toolkit it to... Small footprint keyword spotting (K

The following people contributed equally to this repository (in alphabetical order): Daniel Bumke JJX Corstiaen Versteegh This repository is forked on

Pipeline for creating NB422-detected (ODI) catalog The repository contains a Docker-based pipeline for preprocessing observational data. The pipeline

A class to draw curves expressed as L-System production rules

AuthenticationX 💫 Ready-to-use and customizable Authentications and Oauth2 management for FastAPI ⚡

Exemplary lightweight and ready-to-deploy machine learning project

Dagster An orchestration platform for the development, production, and observation of data assets. Dagster lets you define jobs in terms of the data f

Board Game Factory Contributors are welcome here! See the end of readme. This is a vector-graphics framework intended for creating and scaling up prod

Numerics Numerical Analysis toolkit centred around PDEs, for demonstration and understanding purposes not production Use procedure: Initialise a new i

Production First and Production Ready End-to-End Keyword Spotting Toolkit

discord.io A modern, easy to use, feature-rich, and async ready API wrapper for Discord written in Python. Key Features Modern Pythonic API using asyn

Production Ontology Merging (PrOM) Framework OWL 2 DL ontology merging framework tailored to the production domain Features preprocessing: translation

A modern, easy to use, feature-rich, and async ready API wrapper for Discord written in Python. Key Features Modern Pythonic API using async and await

ZenML is an extensible, open-source MLOps framework to create production-ready machine learning pipelines. It has a simple, flexible syntax, is cloud and tool agnostic, and has interfaces/abstractions that are catered towards ML workflows.

Interesting and reproducible research works should be conserved. This repository wraps a collection of deep neural network models into a simple and un

Wagtail Live Gitpod Launch a ready-to-code Wagtail Live development environment with a single click. Steps: Click the Open in Gitpod button. Relax: a

EOD (Easy and Efficient Object Detection) is a general object detection model production framework.

FastAPI and Django Combo This projects aims to combine FastAPI and Django to build a Production ready application capable of utilizing all of the feat

WeNet 中文版 Discussions | Docs | Papers | Runtime (x86) | Runtime (android) | Pretrained Models We share neural Net together. The main motivation of WeN

NVIDIA Merlin NVIDIA Merlin is an open source library designed to accelerate recommender systems on NVIDIA’s GPUs. It enables data scientists, machine

hyperuniversality investment opportunity: what if we could run multiple architectures in a single file, again apple universal binaries, but worse how

Endpoints Quickest API builder in the West! Endpoints is a lightweight REST api framework written in python and used in multiple production systems th

CottonWeeds Deep learning models for classification of 15 common weeds in the southern U.S. cotton production systems. requirements pytorch torchsumma

indomarinefish This package will give us information about the latest total marine fish production in Indonesia. The Name of the fish is written in In

aws-automation-plugins This repository contains ready to deploy automations on AWS. How-To All projects in this repository contain a deploy.sh file wh

Write maintainable, production-ready pipelines using Jupyter or your favorite text editor. Develop locally, deploy to the cloud. ☁️

DockerApp A test Django application with production-level docker setup. Blog: https://medium.com/@siddharth.sahu/the-near-perfect-dockerfile-for-djang

RockNext is an Open Source extending ERPNext built on top of Frappe bringing enterprise ready utilization.

Deep Learning Materials by Deep Learning Wizard Start Learning Now Please head to www.deeplearningwizard.com to start learning! It is mobile/tablet fr

Machine learning that just works, for effortless production applications

Code and data to accompany the camera-ready version of "Cross-Attention is All You Need: Adapting Pretrained Transformers for Machine Translation" in EMNLP 2021

Django template for Docker + Heroku This is how I set up Django projects to get up and running as quick as possible. In includes a few neat things: De

Cookiecutter Django Powered by Cookiecutter, Cookiecutter Django is a framework for jumpstarting production-ready Django projects quickly. Documentati

chazutsu photo from Kaikado, traditional Japanese chazutsu maker chazutsu is the dataset downloader for NLP. import chazutsu r = chazutsu.data

A production-ready pipeline for text mining and subject indexing

A ready-to-use curated list of Spectral Indices for Remote Sensing applications. GitHub: https://github.com/davemlz/awesome-ee-spectral-indices Docume

django-blog-it Simple blog package developed with Django. Features: Dynamic blog articles Blog pages Contact us page (configurable) google analytics S

Linux, Jenkins, AWS, SRE, Prometheus, Docker, Python, Ansible, Git, Kubernetes, Terraform, OpenStack, SQL, NoSQL, Azure, GCP, DNS, Elastic, Network, Virtualization. DevOps Interview Questions

Serve angular production application from python flask backend. Quick and Easy

Async-Animanga An Async/Aiohttp compatible library. Async-Animanga is an async ready web scraping library that returns Manga information from animepla

✨A Python framework to explore, label, and monitor data for NLP projects

A Python API wrapper that is improved and revived from the original discord.py

A collection of free MIDI chords and progressions ready to be used in your DAW, Akai MPC, or Roland MC-707/101