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COLLECTION

Open source MLOps

Open source projects to enhance your MLOps stack.


ray-project
ray
ray-project@ray-project

#大语言模型#Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

raydistributedparallel机器学习reinforcement-learning
Python37.62 k
3 小时前
milvus-io/milvus
milvus
@milvus-io

#向量搜索引擎#Milvus 是一款开源的、针对海量特征向量的相似性搜索引擎

annsnearest-neighbor-searchfaissvector-searchimage-search
Go35.51 k
18 小时前
MLflow
mlflow
MLflow@mlflow

#计算机科学#MLflow 是一个开源框架,旨在管理整个机器学习生命周期。 它可以在不同的平台上训练模型并为模型提供服务,让你能够使用相同的一组工具,而不管试验是在计算机本地、远程计算目标上、虚拟机上

机器学习人工智能mlflowApache Spark
Python20.94 k
1 天前
Argo Project
argo-workflows
Argo Project@argoproj

#计算机科学#Kubernetes 工作流引擎

workflowKubernetesArgodagknative
Go15.74 k
1 天前
iterative/dvc
Iterative
dvc
Iterative@iterative

#效率工具集合#🦉 Data Versioning and ML Experiments

数据科学机器学习reproducibilitydata-version-controldeveloper-tools
Python14.57 k
4 天前
microsoft/nni
Microsoft
nni存档
Microsoft@microsoft

#计算机科学#An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

automl深度学习neural-architecture-searchhyperparameter-optimizationdistributed
Python14.21 k
1 年前
optuna
@optuna

#计算机科学#A hyperparameter optimization framework

Python机器学习paralleldistributedhyperparameter-optimization
Python12.14 k
3 天前
pycaret
@pycaret

#计算机科学#An open-source, low-code machine learning library in Python

数据科学citizen-data-scientistsPython机器学习pycaret
Jupyter Notebook9.37 k
2 个月前
Netflix/metaflow
Netflix奈飞
metaflow
Netflix奈飞@Netflix

#大语言模型#Build, Manage and Deploy AI/ML Systems

机器学习数据科学model-management人工智能
Python8.89 k
3 天前
deeplake
@activeloopai

#数据仓库#Database for AI. Store Vectors, Images, Texts, Videos, etc. Use with LLMs/LangChain. Store, query, version, & visualize any AI data. Stream data in real-time to PyTorch/TensorFlow. https://activeloop....

数据集深度学习机器学习数据科学PyTorch
Python8.67 k
11 天前
bentoml/BentoML
BentoML
@bentoml

#大语言模型#The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!

model-servingmlopsllmopsgenerative-aillm-inference
Python7.8 k
1 天前
H2O.ai
h2o-3
H2O.ai@h2oai

#计算机科学#H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random Forest, Generalized Linear Modeling (GLM with Elastic Net), K-Me...

h2o机器学习数据科学深度学习big-data
Jupyter Notebook7.2 k
4 天前
tensorflow
tensorboard
@tensorflow • 谷歌公司

TensorFlow's Visualization Toolkit

TypeScript6.91 k
15 天前
interpret
@interpretml

#计算机科学#Fit interpretable models. Explain blackbox machine learning.

机器学习interpretabilitygradient-boostingblackboxscikit-learn
C++6.53 k
2 天前
flyteorg/flyte
flyte
@flyteorg

#大语言模型#Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.

flyte机器学习Goscaleworkflow
Go6.3 k
5 天前
Feast
feast
Feast@feast-dev

#计算机科学#The Open Source Feature Store for AI/ML

机器学习featuresbig-datafeature-store
Python6.15 k
5 天前
clearml/clearml
clearml
@clearml

#计算机科学#ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution

version-controlexperiment-managerversioncontrolexperiment
Python6.05 k
5 天前
aim
@aimhubio

#计算机科学#Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.

Python人工智能数据科学数据可视化experiment-tracking
Python5.65 k
2 天前
treeverse/lakeFS
lakeFS
@treeverse

lakeFS - Data version control for your data lake | Git for data

data-engineeringdata-versioningGoobject-storagedata-lake
Go4.73 k
11 小时前
zenml-io/zenml
zenml
@zenml-io

#大语言模型#ZenML 🙏: The bridge between ML and Ops. https://zenml.io.

mlops机器学习数据科学production-readydevops-tools
Python4.64 k
4 天前
determined-ai/determined
determined
@determined-ai

#计算机科学#Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.

深度学习机器学习ml-platformml-infrastructurehyperparameter-optimization
Go3.15 k
3 个月前
slurm
@SchedMD

Slurm: A Highly Scalable Workload Manager

slurmslurm-job-schedulerslurm-workload-manager
C3.11 k
3 天前
whylogs
@whylabs

#计算机科学#An open-source data logging library for machine learning models and data pipelines. 📚 Provides visibility into data quality & model performance over time. 🛡️ Supports privacy-preserving data collect...

ai-pipelinesapproximate-statisticsstatistical-propertiesdata-qualitycalculate-statistics
Jupyter Notebook2.73 k
5 个月前
Microsoft
pai存档
Microsoft@microsoft

#计算机科学#Resource scheduling and cluster management for AI

Kubernetesresource-managementscheduling机器学习Tensorflow
JavaScript2.66 k
1 年前
Seldon
alibi
Seldon@SeldonIO

#计算机科学#Algorithms for explaining machine learning models

机器学习explanationsinterpretabilitycounterfactualxai
Python2.52 k
8 天前
modeldb
@VertaAI

#计算机科学#Open Source ML Model Versioning, Metadata, and Experiment Management

机器学习model-managementmodeldbmitverta
Java1.72 k
1 年前
tobe
advisor
tobe@tobegit3hub

#算法刷题#Open-source implementation of Google Vizier for hyper parameters tuning

机器学习dloptimizationblackbox
Jupyter Notebook1.56 k
6 年前
mlrun
@mlrun

#计算机科学#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 t...

mlopsPython数据科学机器学习data-engineering
Python1.55 k
1 天前
mlreef
@MLReef

#计算机科学#The collaboration workspace for Machine Learning

mlopsmlops-environment人工智能机器学习
Kotlin1.45 k
3 年前
Guild AI
guildai
Guild AI@guildai

Experiment tracking, ML developer tools

Python882
2 个月前
magda
@magda-io

A federated, open-source data catalog for all your big data and small data

Open DataScalaNode.jsKuberneteselasticsearch
JavaScript537
2 个月前
primehub
@InfuseAI

#计算机科学#open-source MLOps platform

Jupyter NotebookjupyterhubkeycloakKubernetes机器学习
Shell401
1 个月前