ml-ops · GitHub Topics

Prefect 是一个现代化工作流编排工具，使开发人员能够构建、观察数据管道并对其做出反应

Python workflow data-engineering 数据科学 workflow-engine prefect infrastructure ml-ops DataOps 自动化 orchestration data observability pipeline

Python 19.52 k

1 天前

EthicalML / awesome-production-machine-learning

#Awesome#A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

机器学习 mlops interpretability explainability responsible-ai 深度学习 machine-learning-operations ml-ops ml-operations privacy-preserving privacy-preserving-machine-learning data-mining production-machine-learning Awesome Lists

18.6 k

15 天前

upgundecha / howtheysre

A curated collection of publicly available resources on how technology and tech-savvy organizations around the world practice Site Reliability Engineering (SRE)

SRE Chaos Engineering DevOps 监控 observability alerting incident-response incident-management post-mortem on-call reliability infrastructure 安全 Hacktoberfest hacktoberfest-accepted 软件工程 ml-ops

JavaScript 9.33 k

4 个月前

SE-ML / awesome-seml

#Awesome#A curated list of articles that cover the software engineering best practices for building machine learning applications.

Awesome Lists 软件工程机器学习深度学习 ml-ops

1.28 k

1 年前

sematic-ai / sematic

#计算机科学#An open-source ML pipeline development platform

人工智能数据科学机器学习 ml-ops ml-pipelines mlops pipeline Python

Python 988

5 个月前

vortico / flama

#计算机科学#Fire up your models with the flame 🔥

starlette 依赖注入 API type-system OpenAPI Specification swagger components CRUD schema REST API restful 机器学习 ml-ops

Python 278

24 天前

machine-learning-apps / actions-ml-cicd

#计算机科学#A Collection of GitHub Actions That Facilitate MLOps

机器学习 ml-ops 数据科学 DevOps ml-infrastructure mlops Argo Kubernetes

Jupyter Notebook 207

3 年前

laminlabs / lamindb

A data framework for biology.

data-lineage 对象关系映射(ORM)ml-ops

Python 172

5 天前

Azure-Samples / azure-databricks-mlops-mlflow

Azure Databricks MLOps sample for Python based source code using MLflow without using MLflow Project.

Azure databricks mlflow mlops 机器学习 ml-monitoring ml-ops ml-operations Python

Jupyter Notebook 89

3 个月前

MatsMoll / aligned

The DBT of ML, as Aligned describes data dependencies in ML systems, and reduce technical data debt

人工智能 feature-engineering feature-store 机器学习 mlops dbt data-contracts ml-ops data-lake

Python 59

11 天前

jgvaraujo / ml-deployment-on-gcloud

A pipeline to CI/CD of a machine learning model on Google Cloud Run

Google 云 flask-application Dockerfile Python pipeline ml-ops machine-learning-deploy 部署 Cloud Run CI/CD 持续集成 Continuous Deployment (CD)

Python 31

2 年前

NucleusEngineering / hack-your-pipe

Efficient streaming data ingestion, transformation & activation

Cloud Run dataflow Publish-subscribe pattern vertex-ai data-engineering streaming-data DataOps ml-ops apache-beam Google 云

Python 28

2 年前

guidelabs / infembed

#大语言模型#Find the samples, in the test data, on which your (generative) model makes mistakes.

auditing classification-model generative-models 大语言模型机器学习 ml-ops error-detection interpretable-ai

Python 26

8 个月前

gagan-iitb / ComputerSysDesign

Designing IT and ML Applications using Systems Thinking Approach at IIT Bhilai (CS559)

design fault-tolerance scalability systems rate-limiter system-design system-design-interview ml-ops ml-systems

1 年前

chalk-ai / examples

Curated examples and patterns for using Chalk. Use these to build your feature pipelines.

机器学习 chalk data 数据科学 ml-ops pipeline Python

Python 19

1 个月前

gasparian / ml-serving-template

#计算机科学#Serving large ml models independently and asynchronously via message queue and kv-storage for communication with other services [EXPERIMENT]

fasttext clustering falcon rabbitmq Redis Publish-subscribe pattern 机器学习 ml-ops redis-client rabbitmq-client pika 远程过程调用 (RPC)

Python 15

4 年前

ziss11 / heart-failure-detection

Dicoding Submission MLOps Heart Failure Detection using ML Pipeline, Heroku Deployment and Prometheus Monitoring

Python ml-ops

Python 11

3 年前

aws-samples / amazon-sagemaker-pipeline-deploy-manage-100x-models-python-cdk

#计算机科学#This GitHub repository showcases the implementation of a comprehensive end-to-end MLOps pipeline using Amazon SageMaker pipelines to deploy and manage 100x machine learning models. The pipeline covers...

Amazon Web Services 机器学习 ml-ops mlops pipeline sagemaker

Python 9

1 年前