ml-platform

SkyPilot: Run AI and batch jobs on any infra (Kubernetes or 15+ clouds). Get unified execution, cost savings, and high GPU availability via a simple interface.

data-science machine-learning deep-learning gpu job-scheduler cloud-management spot-instances cloud-computing job-queue hyperparameter-tuning cost-optimization distributed-training multicloud ml-infrastructure tpu cost-management finops ml-platform llm-serving llm-training

UpdatedMar 17, 2025
Python

determined-ai /determined

Star3.1k

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

kubernetes data-science machine-learning deep-learning tensorflow keras pytorch hyperparameter-optimization hyperparameter-tuning hyperparameter-search distributed-training ml-infrastructure mlops ml-platform

UpdatedMar 17, 2025
Go

beam-cloud /beta9

Star718

Run serverless GPU workloads with fast cold starts on bare-metal servers, anywhere in the world

serverless gpu distributed-computing cuda self-hosted paas faas functions-as-a-service autoscaler fine-tuning developer-productivity cloudrun serverless-containers ml-platform large-language-models llm generative-ai llm-inference

UpdatedMar 17, 2025
Go

Netflix /metaflow-ui

Star330

🎨 UI for monitoring your Metaflow executions!

ui ml-platform metaflow

UpdatedMar 17, 2025
TypeScript

Netflix /metaflow-service

Star196

🚀 Metadata tracking and UI service for Metaflow!

productivity data-science machine-learning ui ai ml ml-infrastructure ml-platform metaflow

UpdatedMar 17, 2025
Python

substratusai /runbooks

Sponsor

Star170

Finetune LLMs on K8s by using Runbooks

kubernetes kubernetes-operator mlops ml-platform llmops llm-serving llm-training llm-inference

UpdatedAug 28, 2024
Go

Project-MONAI /monai-deploy

Star104

MONAI Deploy aims to become the de-facto standard for developing, packaging, testing, deploying and running medical AI applications in clinical production.

python machine-learning ai deep-learning inference dicom pytorch healthcare medical-imaging fhir guidelines radiology pathology open-standard mlops ml-platform monai ai-application-development ai-application-deployment

UpdatedJun 14, 2024
Shell

Project-MONAI /monai-deploy-app-sdk

Star100

MONAI Deploy App SDK offers a framework and associated tools to design, develop and verify AI-driven applications in the healthcare imaging domain.

python workflow machine-learning ai deep-learning pipeline deploy image-processing ml dicom pytorch healthcare medical-imaging model-deployment model-serving ml-infrastructure mlops ml-platform monai

UpdatedFeb 25, 2025
Jupyter Notebook

NimbleBoxAI /nbox

Star87

The official python package for NimbleBox. Exposes all APIs as CLIs and contains modules to make ML 🌸

data-science machine-learning model-management model-deployment model-serving ml-infrastructure mlops ml-service model-monitoring ml-platform practical-mlops mlops-workflow mlops-pipeline mlops-tool mlops-automation

UpdatedOct 2, 2023
Python

jomariya23156 /full-stack-on-prem-cv-mlops

Star44

"1 config, 1 command from Jupyter Notebook to serve Millions of users", Full-stack On-Premises MLOps system for Computer Vision from Data versioning to Model monitoring and drift detection.

python api docker website machine-learning ui monitoring computer-vision system deep-learning deployment jupyter workspace full-stack data-versioning on-premise mlops drift-detection model-monitoring ml-platform

UpdatedAug 12, 2024
Jupyter Notebook

A cloud-agnostic ML Platform that will enable Data Scientists to run multiple experiments, perform hyper parameter optimization, evaluate results and serve models (batch/realtime) while still maintaining a uniform development UX across cloud environments

python hydra experimentation mlops cloud-agnostic ml-platform

UpdatedOct 10, 2023
HCL

ZenithClown /ai-ml-project-template

Sponsor

Star27

A "production-ready" simple project template to quickly start an Artificial Intelligence (AI), Machine Learning (ML) and/or Data Science (DS) project with basic files, branches and directory structure.

template deep-learning tensorflow keras jupyter-notebook ml-project ml-production mlops ml-engineering ml-platform ml-roadmap

UpdatedAug 29, 2024

ozkary /machine-learning-engineering

Star19

Welcome to the Machine Learning Engineering Repository, a comprehensive collection of resources, code, and insights to guide you through the exciting world of machine learning. This repository is designed to provide valuable information, best practices, and hands-on examples for individuals keen on mastering the art and science of machine learning

python data-science machine-learning ai mlops ml-platform