mlops-workflow

There are 5 repositories under mlops-workflow topic.

tensorchord / envd
🏕️ Reproducible development environment
buildkit developer-tools development-environment docker hacktoberfest llmops mlops mlops-workflow model-serving
Language:Go 1931
mlrun / mlrun
MLRun is an open source MLOps platform for quickly building and managing continuous ML applications across their lifecycle. MLRun integrates into your development and CI/CD environment and automates the delivery of production data, ML pipelines, and online applications.
data-engineering data-science experiment-tracking kubernetes machine-learning mlops mlops-workflow model-serving python workflow
Language:Python 1377
offchan42 / machine-learning-curriculum
:computer: Learn to make machines learn so that you don't have to struggle to program them; The ultimate list
machine-learning python course deep-learning curriculum guide reinforcement-learning convolutional-neural-networks tensorflow mxnet pytorch chainer recurrent-neural-networks neural-network mlops-workflow
1084
Azure / mlops-v2
Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy your machine learning models on the Azure Platform.
azure azuremachinelearning azureml deep-learning devops machine-learning microsoft mlops mlops-environment mlops-project mlops-template mlops-workflow
Language:Shell 481
statmike / vertex-ai-mlops
Google Cloud Platform Vertex AI end-to-end workflows for machine learning operations
deep-learning gcp gcp-vertex-ai machine-learning mlops mlops-template mlops-workflow
Language:Jupyter Notebook 457
aarnphm / whispercpp
Pybind11 bindings for Whisper.cpp
audio-transcription bazel bentoml mlops-workflow nix pybind11 python3 whisper whisper-cpp
Language:C++ 315
nogibjj / rust-mlops-template
A work in progress to build out solutions in Rust for MLOPs
actix-web aws azure cloud copilot devcontainers devops gil gpu huggingface microservices mlops mlops-workflow onnx polars pre-trained-model pytorch rust switchtorust tensorflow
Language:Rust 296
mlops-guide / mlops-guide.github.io
🛠 MLOps end-to-end guide and tutorial website, using IBM Watson, DVC, CML, Terraform, Github Actions and more.
cml dvc github-actions guide guided-project guides ibm-watson machine-learning mlops mlops-community mlops-environment mlops-workflow tutorial tutorials watson
Language:JavaScript 235
zenml-io / zenbytes
A simple guide to MLOps through ZenML and its various integrations.
pipelines machine-learning mlops mlops-workflow
Language:Jupyter Notebook 180
bentoml / bentoctl
Fast model deployment on any cloud 🚀
model-deployment aws-deployment azure-deployment gcp-deployment mlops gcp azure aws serverless heroku-deployment mlops-workflow aws-lambda
Language:Python 175
khuyentran1401 / reproducible-data-science
Tutorials on creating a reproducible and maintainable data science project
data-science python machine-learning mlops mlops-workflow
Language:Jupyter Notebook 131
Azure / mlops-templates
Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy your machine learning models on the Azure Platform.
azure azureml deep-learning machine-learning microsoft mlops mlops-environment mlops-project mlops-template mlops-workflow
Language:Python 110
MG-Microsoft / MLOps_Workshop
Azure MLOps
azure azure-devops azure-machine-learning devops machine-learning mlops mlops-workflow
Language:Python 105
NimbleBoxAI / nbox
The official python package for NimbleBox. Exposes all APIs as CLIs and contains modules to make ML 🌸
data-science machine-learning ml-infrastructure ml-platform ml-service mlops mlops-pipeline mlops-workflow model-deployment model-management model-monitoring model-serving practical-mlops mlops-automation mlops-tool
Language:Python 88
the-full-stack / fsdl-text-recognizer-2022
Source of the FSDL 2022 labs, which are at https://github.com/full-stack-deep-learning/fsdl-text-recognizer-2022-labs
deep-learning deep-neural-networks machine-learning mlops mlops-community mlops-workflow
Language:Jupyter Notebook 81
Azure / mlops-project-template
Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy your machine learning models on the Azure Platform.
azure azuremachinelearning azureml deep-learning devops machine-learning microsoft mlops mlops-environment mlops-template mlops-workflow
Language:Python 64
darkanita / MLOps_wsPycon2023
MLOps Workshop using Weights and Bias (Wandb) and Github Actions.
github-actions mlops mlops-workflow pytorch wandb
Language:Python 43
mlops-guide / dvc-gitactions
Example project with a complete MLOps cycle: versioning data, generating reports on pull requests and deploying the model on releases with DVC and CML using Github Actions and IBM Watson. Part of the Engineering Final Project @ Insper
ci-cd cml dvc dvc-pipeline ibm-cloud ibm-watson machine-learning mlops mlops-environment mlops-workflow watson watson-api
Language:Jupyter Notebook 43
aws-solutions-library-samples / guidance-for-machine-learning-inference-on-aws
This Guidance demonstrates how to deploy a machine learning inference architecture on Amazon Elastic Kubernetes Service (Amazon EKS). It addresses the basic implementation requirements as well as ways you can pack thousands of unique PyTorch deep learning (DL) models into a scalable architecture and evaluate performance at scale
eks-cluster graviton3 inferentia ml mlops-workflow
Language:Shell 36
LoopMind-AI / loopquest
A Production Tool for Embodied AI
decision-making-algorithm foundation-model gym gym-environment mlops mlops-workflow reinforcement-learning rlops simulation reinforcement-learning-ops machine-learning offline-reinforcement-learning embodied-agent embodied-ai
Language:Python 28
KalyanM45 / OpenHealth
This repository houses machine learning models and pipelines for predicting various diseases, coupled with an integration with a Large Language Model for Diet and Food Recommendation. Each disease prediction task has its dedicated directory structure to maintain organization and modularity.
multi-disease-prediction ai-healthcare ai-in-healthcare diet-recommender medical-ai mlops-workflow disease-detection disease-prediction ai-for-healthcare
Language:Jupyter Notebook 27
VevestaX
Vevesta / VevestaX
2 Lines of code to track ML experiments + EDA + check into Github
python3 computer-vision python machine-learning open-source data-science data-mining ai jupyter jupyter-notebook tabular-data spyder business-process mlops ml-pipeline ml-experiments ml-engineer mlops-workflow experiment-tracking mlflow
Language:Jupyter Notebook 27
YeonwooSung / ai_book
AI book for everyone
xai ai-ml machine-learning deep-learning tutorial cv nlp machinelearning ai knowledge-distillation pytorch mlops sagemaker sagemaker-deployment gpt-4 llama llm llmops mlops-workflow
Language:Jupyter Notebook 23
CICD-for-Machine-Learning
kingabzpro / CICD-for-Machine-Learning
A beginner's project on automating the training, evaluation, versioning, and deployment of models using GitHub Actions.
ci-cd cml hugging-face mlops mlops-workflow guide machine-learning
Language:Jupyter Notebook 22
mlops-guide / mlops-template
🍪 Cookiecutter template for MLOps Project. Based on: https://mlops-guide.github.io/
mlops mlops-template cookiecutter-template mlops-guide dvc machine-learning ibm-watson ibm-watson-services mlops-environment mlops-workflow
Language:Python 22
Harly-1506 / MLOps-Recommendation
End to end machine leanring project: This repository serves as a simplified guide to help you grasp the fundamentals of MLOps.
azure-web-app-service docker end-to-end-machine-learning github-actions mlops-project mlops-workflow recommendation-system
Language:Python 17
andreaschandra / practical-mlops-book-extended
Practical MLOps O'Reilly Book - Personal Extended Version
machine-learning mlops mlops-workflow
Language:Jupyter Notebook 16
iflytek / argo-volcano-executor-plugin
An argo plugin for executing Volcano Job
mlops-workflow mlops argo volcano
Language:Go 16
Jithsaavvy / Deploying-an-end-to-end-keyword-spotting-model-into-cloud-server-by-integrating-CI-CD-pipeline
The project is a concoction of research (audio signal processing, keyword spotting, ASR), development (audio data processing, deep neural network training, evaluation) and deployment (building model artifacts, web app development, docker, cloud PaaS) by integrating CI/CD pipelines with automated tests and releases.
asr ci-cd cnn-lstm-models deep-neural-networks docker dockercontainers flask github-actions kws mlflow mlops python3 tensorflow2 deeplearning heroku-deployment mlops-project mlops-workflow
Language:PureBasic 15
IBM / MLOps
Visit the MLOps Guide:
ibm mlops mlops-workflow mlops-handbook mlops-starterkit
Language:Jupyter Notebook 12
Media-Recommendation-Engine
Nneji123 / Media-Recommendation-Engine
A Recommendation Engine API that can be used to recommend movies, music, games, manga, anime, comics, tv shows and books. Deployed using an AWS EC2 instance.
api application docker docker-compose fastapi frontend machine-learning mlops mlops-workflow pandas python recommendation-engine streamlit
Language:Python 12
zokyo
Toyota-Connected-India / zokyo
Zokyo is a MLOps friendly image augmentation library written in python built with modularity and extensibility in mind. Specifically crafted for automotive deep learning development.
automotive deep-learning deeplearning augmentation computer-vision mlops mlops-workflow keras pytorch segmentation tensorflow
Language:Python 12
nsakki55 / prefect-ml-workflow
Example of how to build machine learning training workflow on AWS by Prefect
prefect aws machine-learning mlops mlops-workflow
Language:Python 10
tezansahu / dvc-pycaret-fastapi-demo
Repository for the Demo of using DVC with PyCaret & MLOps (DVC Office Hours - 20th Jan, 2022)
mlops-workflow dvc pycaret fastapi demo data-science machine-learning deployment
Language:Jupyter Notebook 10
nbicocchi / learn-microservices
Advanced course on tools and practices aiming at designing, developing, deploying and maintain in production microservice architectures.
university-course edge-computing mlops-workflow azure kubernetes aws machine-learning
Language:Java 8
Techn0logic / kubeflow-pipelines-standalone
A Helm chart containing Kubeflow Pipelines as a standalone service.
mlops mlops-workflow machine-learning-engineering kubeflow-pipelines workflow-engine machine-learning
8

mlops-workflow

tensorchord / envd

mlrun / mlrun

offchan42 / machine-learning-curriculum

Azure / mlops-v2

statmike / vertex-ai-mlops

aarnphm / whispercpp

nogibjj / rust-mlops-template

mlops-guide / mlops-guide.github.io

zenml-io / zenbytes

bentoml / bentoctl

khuyentran1401 / reproducible-data-science

Azure / mlops-templates

MG-Microsoft / MLOps_Workshop

NimbleBoxAI / nbox

the-full-stack / fsdl-text-recognizer-2022

Azure / mlops-project-template

darkanita / MLOps_wsPycon2023

mlops-guide / dvc-gitactions

aws-solutions-library-samples / guidance-for-machine-learning-inference-on-aws

LoopMind-AI / loopquest

KalyanM45 / OpenHealth

Vevesta / VevestaX

YeonwooSung / ai_book

kingabzpro / CICD-for-Machine-Learning

mlops-guide / mlops-template

Harly-1506 / MLOps-Recommendation

andreaschandra / practical-mlops-book-extended

iflytek / argo-volcano-executor-plugin

Jithsaavvy / Deploying-an-end-to-end-keyword-spotting-model-into-cloud-server-by-integrating-CI-CD-pipeline

IBM / MLOps

Nneji123 / Media-Recommendation-Engine

Toyota-Connected-India / zokyo

nsakki55 / prefect-ml-workflow

tezansahu / dvc-pycaret-fastapi-demo

nbicocchi / learn-microservices

Techn0logic / kubeflow-pipelines-standalone