model-management

There are 20 repositories under model-management topic.

mlflow / mlflow
Open source platform for the machine learning lifecycle
ai apache-spark machine-learning ml mlflow model-management
Language:Python 17370
metaflow
Netflix / metaflow
:rocket: Build and manage real-life ML, AI, and data science projects with ease!
ai aws azure data-science datascience gcp high-performance-computing kubernetes machine-learning ml ml-infrastructure ml-platform mlops model-management productivity python r r-package reproducible-research rstats
Language:Python 7633
BentoML
bentoml / BentoML
The most flexible way to serve AI/ML models in production - Build Model Inference Service, LLM APIs, Inference Graph/Pipelines, Compound AI systems, Multi-Modal, RAG as a Service, and more!
model-serving mlops llmops generative-ai llm-inference model-inference-service inference-platform deep-learning llm-serving machine-learning python multimodal ml-engineering llm
Language:Python 6589
VertaAI / modeldb
Open Source ML Model Versioning, Metadata, and Experiment Management
machine-learning model-management modeldb mit verta model-versioning
Language:Java 1671
s4afa451dgf415f / colab_stable_diffusion
stable_diffusion_webui的colab部署版本(including English version)，下载了所流行插件依赖和并进行初始化配置。拥有mod管理、手机自适应、图片信息本地读取等脚本。
ai-painting colab-notebook stable-diffusion-webui model-management origin-script stable-diffusion-colab
Language:Jupyter Notebook 639
kleveross / ormb
Docker for Your ML/DL Models Based on OCI Artifacts
model-management model-versioning machine-learning docker opencontainers oci oci-artifacts harbor docker-registry image-registry oci-registry
Language:Go 447
atlas
dessa-oss / atlas
An Open Source, Self-Hosted Platform For Applied Deep Learning Development
ai artificial-intelligence data-science deep-learning gpu machine-learning ml model-management python
Language:Python 288
bentoml / gallery
BentoML Example Projects 🎨
machine-learning machine-learning-library model-serving model-management model-deployment aws-sagemaker serverless aws-lambda gcp-cloud-functions azure-machine-learning data-science machine-learning-workflow gallery bentoml
Language:Python 133
kleveross / klever
Cloud Native ML/DL Platform
kubeflow kubernetes cloud-native machine-learning deep-learning ai-infra model-management
129
ModelChimp / modelchimp
Experiment tracking for machine and deep learning projects
ai artificial-intelligence data-science deep-learning experiment machine-learning ml model-management platform tool
Language:JavaScript 126
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-automation mlops-pipeline mlops-tool mlops-workflow model-deployment model-management model-monitoring model-serving practical-mlops
Language:Python 88
kleveross / klever-model-registry
Cloud Native Machine Learning Model Registry
model-management model-versioning machine-learning cloud-native deep-learning harbor docker
Language:Go 80
awesome-mlops / awesome-ml-experiment-management
A curated list of awesome open source tools and commercial products for ML Experiment Tracking and Management 🚀
aiops awesome awesome-list data-science dataops datascience deep-learning experiment-management experiment-tracking kubernetes machine-learning ml-lifecycle mlops model-management model-registry orchestration
58
awesome-mlops / awesome-ml-monitoring
A curated list of awesome open source tools and commercial products for monitoring data quality, monitoring model performance, and profiling data 🚀
mlops aiops dataops datascience machine-learning concept-drift data-cleaning data-drift data-management data-monitoring data-quality data-science deep-learning machine-learning-platform model-drift model-explainability model-management model-monitoring model-performance
49
FederatedAI / FATE-Flow
Solution for deploying and managing end-to-end federated learning workflows
pipelines workflow resource-management model-management data-management
Language:Python 49
TheRacetrack / racetrack
An opinionated framework for deploying, managing, and serving application workloads
deployment kubernetes machine-learning model-management racetrack microservice mlops
Language:Python 28
zoomaker
hfg-gmuend / zoomaker
Zoomaker - Friendly house keeping for your AI model zoo and related resources
ai ai-art cli-tool generative-art image-generator ml model model-management package-manager stable-diffusion
Language:Python 24
tungsten-ai / tungstenkit
ML container made simple
ai deep-learning docker machine-learning ml model-deployment model-management
Language:Python 24
awesome-mlops / awesome-ml-serving
A curated list of awesome open source and commercial platforms for serving models in production 🚀
awesome awesome-list data-science dataops datascience deep-learning experiment-management kubernetes machine-learning machine-learning-service microservice ml-lifecycle ml-serving mlops model-management orchestration serverless
19
beringresearch / lab
A lightweight command line interface for the management of arbitrary machine learning tasks
machine-learning ai ml model-management model-versioning
Language:Python 19
vectice / GettingStarted
Versioned samples and tutorials to get started with Vectice.
auto-documentation data-science generative-ai model-management tutorials vectice
Language:Jupyter Notebook 14
filefoxper / use-agent-reducer
mix reducer and class together, so we can use react useReducer like useClass, but still like use a reducer.
react hook usereducer class agent typescript class-reducer model state model-management
Language:TypeScript 13
burakince / mlflow
Mlflow Docker Image
ai docker docker-image machine-learning ml mlflow mlflow-docker mlflow-tracking mlflow-tracking-server model-management
Language:Python 12
polyaxon / sdks
Polyaxon Clients & Langange SDKS
client api instrumentation tracking kubernetes machine-learning model-management instrumentation-agent golang java typescript go
Language:Java 12
ashishpatel26 / MLFlow-End-to-End-Workshop-at-Chandigarh-University
MLFlow End to End Workshop at Chandigarh University
docker mlflow mlflow-server mlflow-tracking mlops ai apache-spark machine-learning ml model-management
Language:HTML 11
awesome-mlops / awesome-mlops-platforms
A curated list of awesome open source and commercial MLOps platforms 🚀
awesome awesome-list data-science dataops datascience deep-learning experiment-management experiment-tracking kubernetes machine-learning ml-lifecycle mlops model-management orchestration
10
awesome-mlops / awesome-ml-pipelines
A curated list of awesome open source tools and commercial products that will help you manage machine learning and data-science workflows and pipelines 🚀
aiops awesome awesome-list data-management data-science dataops datascience deep-learning machine-learning machine-learning-platform machine-learning-projects machine-learning-training ml-pipeline mlops model-management pipelines workflow
7
MLAide / MLAide
Hi, we are ML Aide, and our purpose is making machine learning model management a joy for you!
machine-learning machine-learning-model-management model-management mlaide mlops
Language:TypeScript 7
datamass-io / ml-kraken
Machine-Learning orchestration framework. Cloud-based models management environment.
machine-learning orchestration-framework r docker aws model-management
Language:TypeScript 6
filefoxper / agent-reducer
This is a model container for javascript or typescript app
reducer javascript typescript class agent class-reducer middleware model model-sharing model-management state state-management
Language:TypeScript 6
awesome-mlops / awesome-mlops-kubernetes
A curated list of awesome open source tools and commercial products that will help you train, deploy, monitor, version, scale, and secure your production machine learning on kubernetes 🚀
dataops deep-learning kubernetes machine-learning machine-learning-operations machine-learning-pipelines machine-learning-projects machine-learning-training machine-learning-workflow ml ml-pipeline ml-workbench mlops model-management model-monitoring model-training operator orchestration workflow
5
IPVS-AS / MMP-Frontend
A Model Management Platform (MMP) for Industry 4.0 Environments (Frontend)
model-management machine-learning model-versioning industry-40
Language:TypeScript 5
IPVS-AS / MMP-Backend
A Model Management Platform (MMP) for Industry 4.0 Environments (Backend)
model-management machine-learning model-versioning industry-40
Language:Java 4
MynherVanKoek / AMLD_2020_MLflow
MLflow workshop held at Applied Machine Learning Days 2020 in Lausanne
mlflow mlflow-server python python3 model-management
Language:HTML 4
awesome-mlops / awesome-hyperparameter-optimization
A curated list of awesome open source tools and commercial products for autoML hyperparameter tuning 🚀
automl data-science datascience feature-engineering feature-extraction feature-selection hyperparameter-optimization hyperparameter-tuning kubernetes machine-learning machine-learning-platform machine-learning-training mlops model-management model-optimization model-training orchestration pipelines
3
Abhi0323 / BMI-Prediction-with-MLflow-DagsHub
This project applies machine learning models to predict BMI categories based on individual physical attributes, utilizing MLflow for experiment tracking and model management, with integration into DagsHub for collaborative data science workflows. It showcases the power of MLflow in enhancing model lifecycle management and reproducibility.
dagshub experiment-tracking mlflow model-management version-control xgboost
Language:Python 2