DevOps

DevOps is a set of practices that combine software development (Dev) and IT operations (Ops). It aims to shorten the systems development life cycle and provide continuous delivery with high software quality.

GitHub: https://github.com/topics/devops
Wikipedia: https://en.wikipedia.org/wiki/DevOps
Related Topics: ci, cd, cicd, devsecops, gitops, chatops, test-automation, static-code-analysis, release-automation, infrastructure-as-code,
Aliases: dev-ops,
Last updated: 2026-07-01 00:08:16 UTC
JSON Representation

https://github.com/riotkit-org/ci-utils

CI utils, can be used at various CI - Travis, Jenkins, or inside Dockerfile, in Makefile

build-automation build-tool ci ci-utils commons continuous-integration continuous-integrations devops devops-dockerfile devops-pipeline devops-tools devops-workflow docker docker-automation jenkins mysql riotkit sysops travis-ci utils

Last synced: 02 Aug 2025

https://github.com/taslim-a-hussain/github-actions-lab

A repository dedicated to learning, experimenting, and mastering GitHub Actions for automating workflows in software development.

automation ci-cd continuous-delivery continuous-deployment continuous-integration devops github-actions scripting workflow yaml

Last synced: 10 Feb 2026

https://github.com/moshez/building-python-applications-with-docker

PyTexas 2017 talk "Building Python Applications with Docker"

devops docker packaging python

Last synced: 18 Apr 2026

https://github.com/sorcero/dgbrx

Dgraph Backup and Restore (cloud). Read-only mirror.

backup cli devops dgraph golang restore

Last synced: 01 Aug 2025

https://github.com/andriykalashnykov/argo-cd-demo

Argo CD demo

argocd devops

Last synced: 23 Feb 2026

https://github.com/acm-uiuc/canopy

Service health monitor for groot

devops groot health service-monitor

Last synced: 18 Apr 2026

https://github.com/containercraft/ansible

ContainerCraft Ansible Galaxy Collections

ansible devops galaxy kubernetes

Last synced: 25 Sep 2025

https://github.com/go-park-mail-ru/2025_2_undefined

Бэкенд аналога Telegram команды Undefined

auido backend blockchain ci-cd clean-architecture devops docker-compose elk-stack golang grafana k8s kafka messanger microservices-architecture mongodb postgresql prometheus redis telegram video

Last synced: 24 Sep 2025

https://github.com/false-systems/tapio

Edge Intelligence for Kubernetes eBPF-based agent that captures kernel-level events, filters to anomalies at the edge

debugging devops ebpf kubernetes observability

Last synced: 21 Apr 2026

https://github.com/jcmdsbr/jenkins-docker-learning

Learning jenkins, basic to hero concepts!! using docker environment

devops docker jenkins sonarqube

Last synced: 13 May 2026

https://github.com/muhssamy/fabricops

This package is designed to be used within an Azure DevOps Pipeline to update a Fabric Workspace from a Git repository using a user with an email and password

devops devops-pipeline fabric git-integration microsoft microsoft-fabric microsoft-fabric-api

Last synced: 14 Apr 2025

https://github.com/dtg-lucifer/redis-docker-swarm-devops-project

This project includes a python application to monitor server health which stores last 5 logs into redis cache which is replicated and deployed on dual node docker swarm cluster on GCP

ci-cd cloud clustering devops docker docker-swarm gcp github-actions

Last synced: 13 Feb 2026

https://github.com/vb-nattamai/agent-ready

AgentReady — Transform any legacy repo into an AI-agent-ready codebase. Generates agent-context.json, AGENTS.md, CLAUDE.md, MCP config, and tool scaffolds via a single GitHub issue or Actions workflow.

ai-agents claude code-generation devops github-actions legacy-modernization llm mcp

Last synced: 22 Apr 2026

https://github.com/dargstack/dargstack_template

A template for Docker stack project layouts.

devops docker hacktoberfest script stack template

Last synced: 29 Jul 2025

https://github.com/florian-vuillemot/weblodge

A simple command line aiming to provide anyone with deployment and cloud management capabilities.

azure deployment devops

Last synced: 28 Jul 2025

https://github.com/cosmicbytez/bc-docker-manager

Electron + TypeScript desktop app for Dynamics 365 Business Central Docker containers with Claude AI troubleshooting, one-click deployment, and PowerShell integration.

ai ai-powered anthropic backup business-central claude claude-api container-management desktop-app devops docker electron nextjs powershell react tailwindcss typescript

Last synced: 23 Apr 2026

https://github.com/urpagin/urpagin-dot-net

Source code for my personal website.

adapters ci-cd continuous-deployment deployment devops docker github-actions html javascript linux npm personal-website secrets shell static-site svelte svelte-kit typescript web-development website

Last synced: 24 Apr 2026

https://github.com/jekuer/angular-azure-webapp-bitbucket-pipelines

Bitbucket pipelines to deploy your angular application to Microsoft Azure Webapps.

angular azure bitbucket ci cicd devops ssr

Last synced: 05 Feb 2026

https://github.com/hashmap-kz/katomik

❄️Atomic apply of multiple Kubernetes manifests with rollback on failure.

cicd devops golang kubectl kubernetes

Last synced: 24 Apr 2026

https://github.com/al3xdiaz/code-infrastructure

This is a collection of scripts and tools to help with the development of the deployment of the code infrastructure.

ansible-project devops terraform

Last synced: 19 Feb 2026

https://github.com/juliensimon/my-aws-talks-2015-2021

My collection of AWS presentations and talks from my time as a Technical Evangelist at Amazon Web Services (2015-2021)

ai analytics aws big-data cloud containers devops machine-learning sagemaker security

Last synced: 27 Jul 2025

https://github.com/metimol/metimol

🚀 Personal portfolio showcasing backend engineering excellence and AI integration projects | Python enthusiast crafting scalable solutions | Open for collaboration and innovative tech discussions

ai-integration api-development automation backend-development cloud-solutions data-engineering devops golang machine-learning microservices open-source portfolio python software-engineering web-development

Last synced: 18 Jan 2026

https://github.com/flybits/actions

A Collection of GitHub Actions

automation backend devops docker public

Last synced: 24 Apr 2026

https://github.com/itsfoss0/devops-experiments

Implementing fullstack projects from scratch using devops tools, concepts and practices. Some of the tools I've used in here include kuberenetes, terraform, docker, python, jenkins, django and aws

devops django django-rest-framework docker docker-compose kubernetes

Last synced: 09 Apr 2026

https://github.com/lintshiwe/v-crisislink

CrisisLink is a mobile-first disaster rescue platform designed for South Africans facing extreme weather events. The system instantly sends users' live locations and triggers visual warnings when danger is imminent, helping them prepare and respond faster.

devops disaster-relief emergency-response south-africa vagrant vagrantfile virtualization

Last synced: 14 Oct 2025

https://github.com/abasheger/stacklens

Offline Java CLI that analyzes Spring Boot logs and stack traces — detects 13 failure types, shows exact location (class + line), occurrence counts, and severity. Pipe from kubectl or docker logs

cli debugging developer-tools devops devtools java log-analysis logging open-source spring-boot stack-traces

Last synced: 25 Apr 2026

https://github.com/byu-oit/hw-lambda-api

Create and deploy an API with Lambda and Terraform on AWS

devops template

Last synced: 25 Jul 2025

https://github.com/aem-design/ansible-role-aem-verify

ansible role for verifying if AEM instance is ready for operations

aem aem-automation aem-tools automation best-practices devops

Last synced: 16 May 2025

https://github.com/food-x-technologies/foodx_devops_tools

FoodX Azure Cloud deployment management utilities.

azure devops devops-tools python

Last synced: 23 Jul 2025

https://github.com/muchiny/mcp-ssh-bridge

MCP server for secure SSH remote management — 337 tools across 74 groups for DevOps, Docker, Kubernetes, databases, systemd, Windows, cloud, compliance & more. Built in Rust.

ai-tools air-gapped automation claude claude-code compliance devops docker infrastructure kubernetes mcp mcp-server model-context-protocol monitoring multi-protocol remote-management rust security ssh windows

Last synced: 26 Apr 2026

https://github.com/a-jean-andreasian/not_gitmodules

gitmodules but simple

ci-cd devops git gitmodules

Last synced: 04 Jul 2025

https://github.com/snimmagadda1/azure-terraform-generator

🚧 CLI tool to query resources within a Microsoft Azure deployment and generate terraform definitions for existing objects

automation azure cicd cli cloud devops devops-tools go golang infrastructure-as-code microsoft terraform

Last synced: 07 Apr 2025

https://github.com/lucasepe/resto

A minimalist CLI REST client that calls APIs, waits for conditions, and retries intelligently.

command-line devops expression-evaluator jq kubernetes rest-client retry sre tooling

Last synced: 27 Apr 2026

https://github.com/chiefbiiko/ballify

bundle all frontend assets of your single page app into one ball :8ball: :basketball: :baseball: :football:

ball ballify build-tool devops frontend-assets simple single-page-app spa utility

Last synced: 23 Jul 2025

https://github.com/lifailon/deploy-selenium

Deploy drivers selenium and chrome via PowerShell.

deploy deployment devops devops-tools devtools install installer powershell selenium testing windows

Last synced: 08 May 2026

https://github.com/im-cloud-spain-connectors/python-connect-devops-fulfillment-framework

Framework to ease and speedup the development of a Connect DevOps Fulfillment Extension.

component devops framework fulfillment python rndi

Last synced: 07 Jun 2026

https://github.com/zuazo/proftpd-cookbook

Chef cookbook to install and configure ProFTPD.

chef cookbook devops ftp proftpd

Last synced: 07 Jan 2026

https://github.com/m-kus/hoba

😼 Yet another secrets management tool

devops devops-tools docker docker-compose gpg pass password-store secret-management secrets

Last synced: 17 Apr 2026

https://github.com/gsaini/gsaini

Full-stack & AI/ML engineer with over 15+ years in the industry, passionate about scalable architecture, seamless UX, & bringing intelligence to software. I build AI-driven web platforms & intelligent agents, & I love collaborating on open-source, SaaS, and GenAI projects. I thrive at the intersection of frontend, backend, DevOps, Cloud, AI & ML

architect artificial-intelligence cloud-architect computer-vision devops gopal-saini gsaini large-language-models machine-learning mlops

Last synced: 14 Jun 2026

https://github.com/teowaep/docker-spn-template

🚀 Template Docker prêt à l'emploi pour Symfony 7 avec PostgreSQL, Nginx, pgAdmin et Makefile. Installation en 1 commande, développement simplifié avec 70+ raccourcis.

boilerplate devops docker docker-compose makefile nginx pgadmin php php8 postgresql starter-kit symfony symfony7 template xdebug

Last synced: 24 Dec 2025

https://github.com/hey24sheep/azure-environment-variables

Azure DevOps Pipeline task to create environment variables with custom values/paths

azure azure-devops azurepipeline azurepipelines devops pipelines

Last synced: 27 Apr 2026

https://github.com/darkwizard242/ansible-role-packer

Ansible role for Hashicorp Packer. Available on Ansible Galaxy.

ansible ansible-galaxy ansible-role cloud-native devops hashicorp-packer linux packer

Last synced: 28 Apr 2026

https://github.com/cloudwithchris/reusable-workflows

This GitHub repository contains several reusable GitHub Action workflows that Chris Reddington has adopted across his work on Cloud With Chris and additional side projects. The intent is to gather those workflows that are commonly used within my projects, so that they can be easily maintained in one single place.

ci ci-cd ci-cd-pipeline cicd devops devops-pipeline devops-pipelines github github-actions github-actions-ci github-actions-enabled github-actions-workflow reusable-components reusable-workflows

Last synced: 22 Feb 2026

https://github.com/iconicto/kubernetes-config

GitOps Implementation for Iconicto's Kubernetes Cluster

devops fluxcd gitops hacktoberfest helm kubernetes sealed-secrets

Last synced: 28 Apr 2026

https://github.com/mxschmitt/pg-backup-scheduler

Self-hosted PostgreSQL backup scheduler with Docker-based version matching. Perfect for Supabase users avoiding premium backup costs.

backup cron devops docker docker-compose go golang pg-dump postgresql scheduler self-hosted supabase

Last synced: 15 Jun 2026

https://github.com/ohbus/sonar

SonarQube Deployment using Docker Compose

devops docker docker-compose sonarqube

Last synced: 29 Apr 2026

https://github.com/madfxr/ansible-lamp-wordpress

Ansible Playbook for Automation Installation & Configuration LAMP (Linux Apache MariaDB PHP) + CMS WordPress

ansible ansible-playbook apache automation devops lamp linux mariadb php wordpress

Last synced: 23 Jan 2026

https://github.com/hanymamdouh82/contctrl

A minimal, keyboard-driven control plane for managing Docker Compose projects at scale.

cli container-management devops docker docker-compose fuzzy-search golang terminal

Last synced: 22 May 2026

https://github.com/tymonx/docker-go

A Docker image with preinstalled tools for developing, mocking, formatting, linting, building, testing and documenting Go projects. It is only a read-only project mirror. Active development is maintained at the GitLab.

ci ci-cd cicd continuous-integration continuous-testing devops devops-tools docker docker-image documentation go golang mock mocking productivity programming test testing testing-tools tests

Last synced: 29 Apr 2026

https://github.com/rohangpta/dist-ml-pipeline

Distributed Machine Learning pipeline on Kubernetes. Model-agnostic, scalable, and MLOps adherent.

devops kubernetes machine-learning

Last synced: 01 May 2026

https://github.com/kennethanceyer/danger-go

:gem: A Dangerfile for golang developer (golint)

danger devops golang golint jenkins travis

Last synced: 10 Apr 2025

https://github.com/yagoluiz/rfid-reader-api

Service architecture for reading RFID tags / [PT-BR] Arquitetura de serviços para leitura de tags RFID

asp-net-core azure azure-functions container devops microservices serverless

Last synced: 02 May 2026

https://github.com/pmbrull/udacity-devops-capstone

Capstone project for Udacity's Cloud DevOps Nanodegree

cicd cluster devops docker flask jenkins kubernetes postgres python

Last synced: 12 Apr 2025

https://github.com/hamdiz0/eks-terraform-setup

This repository contains a minimal setup to create an EKS cluster using Terraform

aws aws-cli devops eks hcl ias terraform

Last synced: 03 May 2026

https://github.com/elysium-labs-eu/eos

Does what PM2 and supervisord do: keep your services running,restart on crash, manage logs. Written in Go.

cli daemon devops go golang linux opensource orchestration pm2 privacy-first process-manager processes self-host service-management service-manager vps vps-managment vps-server

Last synced: 03 May 2026

https://github.com/saikat199520/hacktoberfest2023

Opensource contribution for devops hactoberfest

backend bash ci-cd devops fromtend hactober2023 hactoberfest hactoberfest-accepted html opensource pipeline python teraform yml

Last synced: 07 Oct 2025

https://github.com/cesarnog/portfoliocesarnogueira

Cesar Augusto Nogueira - Professional portfolio

aws career developer devops engineer google hireme java portfolio website

Last synced: 12 Mar 2026

https://github.com/wallix/terraform-provider-waapm

Terraform provider for WALLIX Application-to-Application Password Manager (WAAPM)

bastion cloud devops password provider terraform vault wallix

Last synced: 24 Apr 2025

https://github.com/metraton/gaia-ops

GAIA-Ops — General Agentic Integration Architecture. Multi-agent DevOps system that classifies every operation by risk, routes work to specialist agents, and blocks irreversible commands automatically.

ai-agents claude-code devops gaia-ops orchestration security

Last synced: 14 Apr 2026

https://github.com/erni-academy/starterkit-devops-ansible-playbooks

Post Windows installation playbooks for different Windows environments.

ansible ansible-project development-tools devops open-source playbook setup-development-environment windows workstation-management

Last synced: 13 Apr 2026

https://github.com/forjd/agent-skills

Agent skills for GitHub repo hardening, PR creation, and review actioning — portable capabilities for any skills-compatible AI agent

agent-skills ai-agents code-review developer-tools devops github-cli pull-requests security-hardening

Last synced: 31 May 2026

https://github.com/huanlin/huanlin.github.io

blogging devops programming

Last synced: 06 Oct 2025

https://github.com/ciucurdaniel/ibm-uvt-proiect-colectiv-devops

Holds course files plus exercise and demos for UVT Proiect Colectiv DevOps project.

containers devops ibm podman uvt-computer-science

Last synced: 25 Oct 2025

https://github.com/satyamshorrf/advance-level-notes

artificial-intelligence artificial-neural-networks aws azure blockchain cloud communication design devops devops-workflow machine-learning ml network satyamshorrf system wirelles-interface

Last synced: 16 Feb 2026

https://github.com/encoredev/infra

Infra utilities for Encore applications

api aws azure backend backend-api backend-framework cloud cloud-native database devops distributed-systems engine gcp go golang microservices postgresql serverless

Last synced: 14 Apr 2026

https://github.com/uldyssian-sh/vmware-vsphere-8-stig-auditor

vSphere 8 STIG compliance auditing and validation suite with automated security assessments

audit auditing automation compliance devops infrastructure security stig tools validation vmware vsphere8

Last synced: 06 Oct 2025

https://github.com/codewithmide/alx-system_engineering-devops

DevOps, CI/CD, Nginx, Apache, Haproxy Etc.

bash-script config devops http-server linux load-balancer puppet ruby ruby-gems shell ssh-server

Last synced: 02 Apr 2025

https://github.com/greenbone/mattermost-notify

A CLI to post GitHub workflow messages to mattermost

automation base cli devops github github-actions mattermost python

Last synced: 21 Jan 2026

https://github.com/cloudacademy/jenkins-cicd-intro

Jenkins CICD Introduction Demo Code and Configs

cicd cloudacademy devops jenkins pipeline

Last synced: 06 Oct 2025

https://github.com/nahidcseru/devops-configs

A structured DevOps configuration repository documenting Server Configuration and Database Configuration. Includes Docker-based setups for Nginx, Apache, Caddy, Traefik, MySQL, PostgreSQL, and MongoDB. Designed for learning, hands-on practice, and showcasing professional DevOps skills in a single, organized monorepo.

apache caddy database devops docker mysql nginx postgresql server-configuration traefik

Last synced: 06 Oct 2025

https://github.com/coslynx/fitness-tracker-mvp-react-node

Project: Simple fitness tracking tool to set and monitor goals. Created at https://coslynx.com

api-integration code-generation developer-tools devops fitness-community fitness-tracker goal-setting javascript machine-learning mongodb mvp nextjs progress-tracking react social-sharing software-development tailwindcss user-authentication zustand

Last synced: 23 Feb 2026

https://github.com/btafoya/cfdns

Cloudflare DNS management CLI — create, update, delete, and list DNS records from the terminal

automation cli cloudflare cloudflare-dns devops dns dns-management golang

Last synced: 20 Jun 2026

https://github.com/anmolnagpal/kubernetes-failure-stories

Stories about how companies experienced Kubernetes failures and the post mortem of such events.

devops failures k8s kubernetes stories

Last synced: 03 Sep 2025

https://github.com/aem-design/aemdesign-ansible-roles

parent project for all ansible roles

ansible ansible-roles best-practices devops molecule-test

Last synced: 31 Jan 2026

https://github.com/fluent-ci-templates/nodejs-pipeline

A ready-to-use CI/CD Pipeline and jobs for NodeJS projects.

dagger deno deno-module devops pipeline typescript

Last synced: 07 Feb 2026

https://github.com/funsaized/azure-terraform-generator

🚧 CLI tool to query resources within a Microsoft Azure deployment and generate terraform definitions for existing objects

automation azure cicd cli cloud devops devops-tools go golang infrastructure-as-code microsoft terraform

Last synced: 31 Jan 2026

https://github.com/jayshenkar07/aws-cicd

A Step-by-Step Guide to Automating Application Deployment Using AWS CodePipeline and CloudFormation

aws cft cicd cloud cloudformation devops pipleline

Last synced: 18 May 2026

https://github.com/digitalocean-labs/do-app-platform-skills

Claude/Agent Skills for DigitalOcean App Platform - deployment, migration, networking, database configuration, and troubleshooting

ai-skills app-platform claude deployment devops digitalocean paas

Last synced: 07 Feb 2026

https://github.com/jyje/ansible

🧑🏼‍🔧 Ansible Docker Image with Community Edition for `linux/amd64` and `linux/arm64`

ansible cicd devops docker-image

Last synced: 30 Jan 2026

https://github.com/couchbaselabs/couch-formation

Couchbase deploy automation in AWS, GCP, Azure, Capella, and VMware

automation aws azure cloud couchbase devops gcp vmware

Last synced: 13 Apr 2026

https://github.com/flavienbwk/repochat-action

Deploy an AI-powered chatbot for your repo in under 2 minutes.

ai-ops chatbot devops github-actions llm llm-ops

Last synced: 17 Mar 2026

https://github.com/wack/tern

Language-agnostic database migrations compiled into reusable, self-documenting executables.

breaking-changes database-migration database-schema developer-tools devops postgresql schema-diff schema-migration

Last synced: 08 Feb 2026

https://github.com/laansdole/laansdole

My personal developer profile that integrates CI/CD with GitHub Workflow

devops github-actions mkdocs

Last synced: 26 Jan 2026

https://github.com/sarvsav/go-feature-flag-lint-action

This action will perform the linting of the gofeatureflag 🏁 yaml file

ci cicd devops feature-flags github-actions go-feature-flag lint

Last synced: 15 Apr 2026

https://github.com/radinrabiee/devenv-setup

DevEnvSetup is a powerful Bash utility that automates the setup of complete development environments. It allows developers to quickly configure new machines with essential tools, programming languages, and settings through customizable profiles. By eliminating the tedious manual configuration process, DevEnvSetup saves hours of setup time, ensures.

automation bash-script configuration-management developer-tools development-environment development-workflow devops dotfiles dotfiles-linux environment-setup linux macos shell-script

Last synced: 26 Feb 2026

https://github.com/kyronio/ci-templates-metrics

Prometheus metrics for your custom CI

ci continous-integration devops prom prometheus

Last synced: 11 Mar 2026

https://github.com/turbot/flowpipe-mod-detect-correct

Detect and correct pipeline library for Flowpipe, enabling writing of standardized detect and correct control flows.

automation devops flowpipe flowpipe-mod hacktoberfest hcl low-code

Last synced: 26 Feb 2026

https://github.com/johndeedly/devops-linux

Deploy cloud ready images in virtual machines, container or on metal via .iso or pxe boot

archlinux bare-metal container debian deploy devops docker iso linux pxe-boot rockylinux ubuntu virtual-machine

Last synced: 17 Mar 2025

https://github.com/mk-fg/incremetal-disk-compare-and-sync

Tool to build/maintain hash-map of source file/dev/image blocks and incrementally sync those with least reads/writes

backup block-devices console dd devops disk hash-map incremental large-files linux nim replication sync sysadmin tool

Last synced: 26 Feb 2026

https://github.com/ain/tekkie.dev

Blog

blog devops jekyll programming technology webdev webdevelopment

Last synced: 28 Apr 2025

https://github.com/coslynx/fitness-goal-tracker-web

Set fitness goals, track progress, and stay motivated with a web app that helps you achieve your fitness goals.... Created at https://coslynx.com

axios chartjs code-generation coslynx developer-tools devops firebase firestore fitness-app fitness-tracker goal-tracking health-app javascript machine-learning material-ui mvp react typescript web-app workout-tracker

Last synced: 09 Feb 2026

https://github.com/puzzle/openshift-dev-cheatsheet

Openshift Developer Cheatsheet

cheatsheet devops openshift

Last synced: 05 Mar 2026

https://github.com/jjuarez/my-githbub-action-learning

Just a repository to learn about GitHub Actions

cd ci devops ghactions

Last synced: 25 Jan 2026

https://github.com/jeqo/talk-scale-wls-k8s-way

devops kubernetes weblogic

Last synced: 21 May 2026

https://github.com/arindam0310018/27-nov-2023-devops__choose-right-tooling-for-cloud

Choose Right Tooling for Cloud ?

azure cloud devcommunity devops github-actions

Last synced: 21 May 2026

https://github.com/alejandro945/devops-covach-app

As of now, it's in the early development stages and we need someone to help us deploy it in a staging server... We sort of know how to use Docker and Docker Compose (barely) but we need help moving all the services and servers to Kubernetes!!

devops kafka kubernetes sre-infra

Last synced: 03 Nov 2025

https://github.com/maxheld83/shinycaas

Deploying shiny apps to container as a service (CaaS) products on public cloud vendors.

azure azure-webapp devops docker gcp google-cloud rstats rstats-package shiny

Last synced: 20 Jan 2026

https://github.com/coolmunzi/webapp_mlops

This is a simple webapp for wine quality prediction and involves MLOPs including DVC for model and data tracking and Github actions for CI-Cd workflows. The app is deployed on Heroku.

ci-cd ci-cd-pipeline devops dvc elasticnet github-actions heroku machine-learning machine-learning-application mlops mlops-environment regression webapp