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Githubdaily ⭐ 25,926

坚持分享 GitHub 上高质量、有趣实用的开源技术教程、开发者工具、编程网站、技术资讯。A list cool, interesting projects of GitHub.

Pipeline ⭐ 4,158

Serve ⭐ 3,844

Serve, optimize and scale PyTorch models in production

Polyaxon ⭐ 3,438

MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle

Ml Workspace ⭐ 3,197

🛠 All-in-one web-based IDE specialized for machine learning and data science.

Kserve ⭐ 3,035

Standardized Serverless ML Inference Platform on Kubernetes

Determined ⭐ 2,715

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

Resource scheduling and cluster management for AI

Cube Studio ⭐ 1,710

cube studio开源云原生一站式机器学习/深度学习AI平台，支持sso登录，多租户/多项目组，数据资产对

Training Operator ⭐ 1,447

Distributed ML Training and Fine-Tuning on Kubernetes

Katib ⭐ 1,387

Repository for hyperparameter tuning

NBoost is a scalable, search-api-boosting platform for deploying transformer models to improve the relevance of search results on different platforms (i.e. Elasticsearch)

Mpi Operator ⭐ 373

Kubernetes Operator for MPI-based applications (distributed training, HPC, etc.)

Adaptdl ⭐ 339

Resource-adaptive cluster scheduler for deep learning training.

Pytorch Operator ⭐ 292

PyTorch on Kubernetes

TorchX is a universal job launcher for PyTorch applications. TorchX is designed to have fast iteration time for training/research and support for E2E production ML pipelines when you're ready.

Hongbomiao.com ⭐ 194

A personal research and development (R&D) lab that facilitates the sharing of knowledge.

Kafka Ml ⭐ 131

Kafka-ML: connecting the data stream with ML/AI frameworks (now TensorFlow and PyTorch!)

Mloperator ⭐ 89

Machine Learning Operator & Controller for Kubernetes

ML model serving app based on APIs

Polyaxon Examples ⭐ 65

Code for tutorials and examples

Code Intelligence ⭐ 55

ML-Powered Developer Tools, using Kubeflow

Deploy and Monitor ML Model in Any Cloud

“云上炼丹师”中的云

Helm charts for creating reproducible and maintainable deployments of Polyaxon with Kubernetes.

Polyaxon Quick Start ⭐ 29

A quick start project for polyaxon

Vodascheduler ⭐ 23

GPU scheduler for elastic/distributed deep learning workloads in Kubernetes cluster

🚀 A simple, modern, full-stack toolkit for Python 🐍

Polyaxon Core Client & CLI to streamline MLOps

Mlops Lab Example Yelp ⭐ 16

MLOps Lab Example using PyTorch to predict Yelp Reviews

Aws Do Kubeflow ⭐ 12

A do-framework project to simplify deployment of Kubeflow on AWS

Deep Learning Toolkit ⭐ 11

Deep Learning Toolkit for Splunk

Ocropus3 Docker ⭐ 11

Docker container for ocropus3 OCR system

Serving Codegen Gptj Triton ⭐ 9

Serving Example of CodeGen-350M-Mono-GPTJ on Triton Inference Server with Docker and Kubernetes

Ai Containers ⭐ 9

This repository contains Dockerfiles, scripts, yaml files, Helm charts, etc. used to scale out AI containers with versions of TensorFlow and PyTorch that have been optimized for Intel platforms. Scaling is done with python, Docker, kubernetes, kubeflow, cnvrg.io, Helm, and other container orchestration frameworks for use in the cloud and on-premise

Public reusable components for Polyaxon

Daskkubernetes ⭐ 8

A simple demonstration on how to use Dask and Kubernetes to score Deep Learning models in parallel

A Flexible, Modular ML Experiment Framework

Torchserve Eks ⭐ 6

How to deploy TorchServe on an Amazon EKS cluster for inference.

Containers Ml And Cloud Computing ⭐ 6

Everything about how to deploy projects on the cloud, run ML workloads on the HPC cluster and on the cloud and the efficient configuration and management of related collaborative platforms [e.g. container orchestration].

Awesome Mlops Course Outline ⭐ 5

Awesome MLOps Course Outline

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