machine-learning-operations

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

18.69 k

1 天前

SeldonIO / seldon-core

#计算机科学#An MLOps framework to package, deploy, monitor and manage thousands of production machine learning models

Kubernetes 机器学习部署 serving mlops aiops machine-learning-operations production-machine-learning

Go 4.56 k

1 天前

IFCA-Advanced-Computing / frouros

#计算机科学#Frouros: an open-source Python library for drift detection in machine learning systems.

concept-drift 机器学习 Python 统计 data-drift mlops machine-learning-engineering machine-learning-operations mle change-detection

Python 222

24 天前

natnew / Awesome-Data-Science

#Awesome#Carefully curated list of awesome data science resources.

Awesome Lists 人工智能 data 数据科学机器学习 interoperability 深度学习 explainable-ai machine-learning-operations ml-operations responsible-ai

139

2 年前

evidentlyai / ml_observability_course

Free Open-source ML observability course for data scientists and ML engineers. Learn how to monitor and debug your ML models in production.

data-drift data-quality data-quality-checks llmops machine-learning-operations ml-monitoring ml-observability ml-pipelines mlops model-monitoring production-machine-learning

Jupyter Notebook 92

2 年前

chassisml / chassis

#计算机科学#Chassis turns machine learning models into portable container images that can run just about anywhere.

Docker Kubernetes 机器学习 mlops 自动化 CI/CD containers machine-learning-operations 微服务 Python python-library

Python 86

1 年前

mattborghi / mlops-specialization

#计算机科学#Machine Learning Engineering for Production (MLOps) Coursera Specialization

mlops 机器学习深度学习 neural-networks 数据科学 data Coursera machine-learning-operations

Jupyter Notebook 44

4 年前

katonic-dev / explainit

#计算机科学#A modern, enterprise-ready business intelligence web application

数据可视化 mlops Python 数据科学机器学习 machine-learning-operations model-monitoring pandas-dataframe production-machine-learning

Python 33

3 年前

modzy / sdk-python

#计算机科学#Python library for Modzy Machine Learning Operations (MLOps) Platform

mlops Python 部署 explainable-ai 机器学习 machine-learning-operations 微服务 model-deployment model-serving production-machine-learning serving Docker ai-security API

Python 25

2 年前

patternex / awesome-ml-for-threat-detection

#Awesome#A curated list of resources to deep dive into the intersection of applied machine learning and threat detection.

threat-detection 机器学习 papers machine-learning-systems Cybersecurity Awesome Lists machine-learning-operations applied-machine-learning

5 年前

awesome-mlops / awesome-mlops-kubernetes

#计算机科学#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 🚀

深度学习 Kubernetes 机器学习 mlops operator DataOps machine-learning-operations machine-learning-projects machine-learning-workflow model-management model-monitoring model-training orchestration workflow

3 年前

ksm26 / Efficiently-Serving-LLMs

Learn the ins and outs of efficiently serving Large Language Models (LLMs). Dive into optimization techniques, including KV caching and Low Rank Adapters (LoRA), and gain hands-on experience with Pred...

batch-processing inference-optimization machine-learning-operations model-inference-service model-serving text-generation

Jupyter Notebook 16

1 年前

modzy / sdk-javascript

#计算机科学#The official JavaScript SDK for the Modzy Machine Learning Operations (MLOps) Platform.

JavaScript ai-security API explainable-ai Kubernetes 机器学习 machine-learning-operations 微服务 mlops model-serving production-machine-learning

TypeScript 16

3 年前

openlayer-ai / openlayer-python

#计算机科学#The official Python library for Openlayer, the Continuous Model Improvement Platform for AI. 📈

人工智能 data-centric 机器学习 machine-learning-operations ml-infrastructure mlops model-deployment model-explainability synthetic-dataset-generation Tensorflow

Python 12

5 天前

JuliaAI / MLJFlow.jl

#计算机科学#Connecting MLJ and MLFlow

数据科学 Julia 语言机器学习 machine-learning-operations mlflow mlops 统计

Julia 11

1 年前

modzy / sdk-java

#计算机科学#The official Java library for the Modzy Machine Learning Operations (MLOps) Platform

ai-security API Docker explainable-ai Java Kubernetes 机器学习 machine-learning-operations 微服务 mlops production-machine-learning

Java 11

4 年前

Hassi34 / COVID-19-chest-X-ray-image-classification

#计算机科学#This project contains the production-ready Machine Learning solution for detecting and classifying Covid-19, Viral disease, and No disease in posteroanterior and anteroposterior views of chest x-ray

人工智能 aiops CI/CD circleci cloud-computing 数据科学 Google 云机器学习 machine-learning-operations mlflow mlops FastAPI Tensorflow

Python 4

2 年前

modzy / sdk-go

The Golang library for Modzy Machine Learning Operations (MLOps) Platform

ai-security API Docker explainable-ai Go Kubernetes machine-learning-operations 微服务 mlops model-serving production-machine-learning serving

Go 4

4 年前