mlops-workflow

There are 7 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 2107
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 1513
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
1103
statmike / vertex-ai-mlops
Google Cloud Platform Vertex AI end-to-end workflows for machine learning operations
machine-learning deep-learning gcp gcp-vertex-ai mlops mlops-workflow mlops-template
Language:Jupyter Notebook 555
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 546
nogibjj / rust-mlops-template
A work in progress to build out solutions in Rust for MLOPs
mlops gpu huggingface pytorch rust actix-web aws azure cloud copilot devcontainers microservices polars tensorflow devops gil mlops-workflow onnx pre-trained-model switchtorust
Language:Rust 345
aarnphm / whispercpp
Pybind11 bindings for Whisper.cpp
audio-transcription bazel bentoml mlops-workflow nix pybind11 python3 whisper whisper-cpp
Language:C++ 328
mlops-guide / mlops-guide.github.io
🛠 MLOps end-to-end guide and tutorial website, using IBM Watson, DVC, CML, Terraform, Github Actions and more.
mlops mlops-environment guide machine-learning watson dvc cml github-actions mlops-workflow mlops-community ibm-watson guides tutorial guided-project tutorials
Language:JavaScript 276
zenml-io / zenbytes
A simple guide to MLOps through ZenML and its various integrations.
pipelines machine-learning mlops mlops-workflow
Language:Jupyter Notebook 186
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 176
khuyentran1401 / reproducible-data-science
Tutorials on creating a reproducible and maintainable data science project
data-science machine-learning mlops mlops-workflow python
Language:Jupyter Notebook 143
MG-Microsoft / MLOps_Workshop
Azure MLOps
azure azure-devops azure-machine-learning devops machine-learning mlops mlops-workflow
Language:Python 137
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 124
prsdm / mlops-project
ai awsecs data-science docker dvc evidentlyai fastapi machine-learning machinelearning mlflow mlops mlops-project mlops-workflow
Language:HTML 120
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 90
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 87
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 80
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 71
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 49
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
mlops dvc dvc-pipeline ibm-cloud cml machine-learning watson watson-api ci-cd ibm-watson mlops-workflow mlops-environment
Language:Jupyter Notebook 48
darkanita / MLOps_wsPycon2023
MLOps Workshop using Weights and Bias (Wandb) and Github Actions.
github-actions mlops mlops-workflow pytorch wandb
Language:Python 47
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
eks-cluster graviton3 inferentia ml mlops-workflow do-framework
Language:Shell 42
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 29
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 28
YeonwooSung / ai_book
AI book for everyone
ai ai-ml cv deep-learning gpt-4 knowledge-distillation llama llm llmops machine-learning machinelearning mlops mlops-workflow nlp pytorch sagemaker tutorial xai
Language:Jupyter Notebook 27
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 26
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 23
iflytek / argo-volcano-executor-plugin
An argo plugin for executing Volcano Job
mlops-workflow mlops argo volcano
Language:Go 20
astronomer / astro-provider-ray
This provider contains operators, decorators and triggers to send a ray job from an airflow task
apache-airflow dags mlops-workflow mlpipelines workflow
Language:Python 18
andreaschandra / practical-mlops-book-extended
Practical MLOps O'Reilly Book - Personal Extended Version
machine-learning mlops mlops-workflow
Language:Jupyter Notebook 15
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
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 14
IBM / MLOps
Visit the MLOps Guide:
ibm mlops mlops-workflow mlops-handbook mlops-starterkit
Language:Jupyter Notebook 12
nsakki55 / prefect-ml-workflow
Example of how to build machine learning training workflow on AWS by Prefect
aws machine-learning mlops mlops-workflow prefect
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
Jamil226 / SP25-AI
Spring 25 - Artificial Intelligence
artificial-intelligence bfs-algorithm data-analysis data-science data-visualization datastructures datastructures-algorithms devops dfs-algorithm generative-ai git gitops machine-learning mlops mlops-environment mlops-workflow neural-networks python3 webscraping
Language:Jupyter Notebook 11

mlops-workflow

tensorchord / envd

mlrun / mlrun

offchan42 / machine-learning-curriculum

statmike / vertex-ai-mlops

Azure / mlops-v2

nogibjj / rust-mlops-template

aarnphm / whispercpp

mlops-guide / mlops-guide.github.io

zenml-io / zenbytes

bentoml / bentoctl

khuyentran1401 / reproducible-data-science

MG-Microsoft / MLOps_Workshop

Azure / mlops-templates

prsdm / mlops-project

kingabzpro / CICD-for-Machine-Learning

NimbleBoxAI / nbox

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

Azure / mlops-project-template

KalyanM45 / OpenHealth

mlops-guide / dvc-gitactions

darkanita / MLOps_wsPycon2023

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

LoopMind-AI / loopquest

Vevesta / VevestaX

YeonwooSung / ai_book

mlops-guide / mlops-template

Harly-1506 / MLOps-Recommendation

iflytek / argo-volcano-executor-plugin

astronomer / astro-provider-ray

andreaschandra / practical-mlops-book-extended

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

Nneji123 / Media-Recommendation-Engine

IBM / MLOps

nsakki55 / prefect-ml-workflow

Toyota-Connected-India / zokyo

Jamil226 / SP25-AI