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ml-infrastructure

Here are 29 public repositories matching this topic...

metaflow

Netflix / metaflow

Open Source Platform for developing, scaling and deploying serious ML, AI, and data science systems

Updated Nov 7, 2024
Python

skypilot-org / skypilot

SkyPilot: Run AI and batch jobs on any infra (Kubernetes or 12+ clouds). Get unified execution, cost savings, and high GPU availability via a simple interface.

Updated Nov 10, 2024
Python

determined

determined-ai / determined

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

Updated Nov 9, 2024
Go

mryab / efficient-dl-systems

Efficient Deep Learning Systems course materials (HSE, YSDA)

machine-learning deep-learning cuda pytorch distributed-training ml-infrastructure mlops efficient-deep-learning

Updated Mar 20, 2024
Jupyter Notebook

RunLLM / aqueduct

Aqueduct is no longer being maintained. Aqueduct allows you to run LLM and ML workloads on any cloud infrastructure.

python kubernetes data-science data machine-learning ai ml python3 orchestration ml-infrastructure mlops ml-monitoring llm llms

Updated Jun 7, 2023
Go

machine-learning-apps / actions-ml-cicd

A Collection of GitHub Actions That Facilitate MLOps

kubernetes devops data-science machine-learning argo ml-infrastructure machine-learning-platform mlops ml-ops

Updated Nov 21, 2022
Jupyter Notebook

Netflix / metaflow-service

🚀 Metadata tracking and UI service for Metaflow!

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

Updated Nov 8, 2024
Python

hamelsmu / ktext

Utilities for preprocessing text for deep learning with Keras

machine-learning deep-learning keras python-3 nlp-machine-learning ml-infrastructure

Updated Dec 8, 2022
Jupyter Notebook

slai-labs / get-beam

Run GPU inference and training jobs on serverless infrastructure that scales with you.

python data-science machine-learning deep-learning serverless hpc distributed-computing artificial-intelligence cloud-computing gpu-acceleration serverless-architectures gpu-computing cost-optimization ml-infrastructure mlops llm-serving llm-training

Updated Jun 14, 2024
Shell

mlinfra

mlinfra-io / mlinfra

deploy ML Infrastructure and MLOps tooling anywhere quickly and with best practices with a single command

python software-engineering hacktoberfest ml-infrastructure platform-engineering mlops distributed-ml

Updated Nov 9, 2024
Python

Project-MONAI / monai-deploy-app-sdk

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

Updated Aug 14, 2024
Jupyter Notebook

NimbleBoxAI / nbox

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

Updated Oct 2, 2023
Python

RubixML / Server

A standalone inference server for trained Rubix ML estimators.

api infrastructure php machine-learning microservice json-api rest-api inference http-server inference-server inference-engine model-deployment php-ml ml-infrastructure model-server rubix-ml php-machine-learning rubix-server

Updated Feb 18, 2024
PHP

Trainy-ai / konduktor

cluster/scheduler health monitoring for GPU jobs on k8s

ai deep-learning gpu job-scheduler health-check ml k8s hpc-clusters observability k8s-cluster resource-management metrics-gathering gpu-monitoring ml-infrastructure ml-platform llm llm-ops

Updated Nov 9, 2024
Python

fuzzylabs / vertex-edge

A tool for training models to Vertex on Google Cloud Platform.

machine-learning ai deep-learning gcp google-cloud-platform ml-infrastructure mlops vertex-edge

Updated Sep 1, 2023
Python

metaflow-card-notebook

outerbounds / metaflow-card-notebook

Render Jupyter Notebooks With Metaflow Cards

visualization python data-science machine-learning jupyter jupyter-notebook ml data-visualization datascience ml-infrastructure mlops metaflow metaflow-cards

Updated Sep 26, 2024
Python

determined-ai / determined-examples

Example ML projects that use the Determined library.

machine-learning deep-learning tensorflow keras pytorch hyperparameter-tuning distributed-training ml-infrastructure

Updated Sep 11, 2024
Python

kubeflow / blog

Kubeflow blog based on fastpages

blog kubernetes data-science machine-learning ml-infrastructure kubeflow kubeflow-community fastpages

Updated Oct 28, 2024
Jupyter Notebook

rflow

otaviog / rflow

RFlow - A workflow framework for agile machine learning

python productivity workflow data-science machine-learning ml ml-infrastructure ml-pipeline

Updated Dec 9, 2020
Python

openlayer-ai / openlayer-python

The official Python library for Openlayer, the Continuous Model Improvement Platform for AI. 📈

machine-learning ai tensorflow ml unbox model-deployment ml-infrastructure synthetic-dataset-generation openlayer data-centric mlops machine-learning-operations model-explainability

Updated Nov 7, 2024
Python

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