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EthicalML / awesome-production-machine-learning

Star 17.7k

A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

machine-learning data-mining awesome deep-learning awesome-list interpretability privacy-preserving production-machine-learning mlops privacy-preserving-machine-learning explainability responsible-ai machine-learning-operations ml-ops ml-operations privacy-preserving-ml large-scale-ml production-ml large-scale-machine-learning
  • Updated Dec 2, 2024

awesome-mlops / awesome-mlops-kubernetes

Star 14

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 🚀

kubernetes workflow machine-learning deep-learning ml orchestration dataops operator machine-learning-pipelines model-management model-training machine-learning-workflow machine-learning-projects machine-learning-training mlops ml-pipeline model-monitoring machine-learning-operations ml-workbench
  • Updated Apr 20, 2022

ksm26 / Efficiently-Serving-LLMs

Star 9

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 Predibase’s LoRAX framework inference server.

text-generation batch-processing server-optimization model-serving model-acceleration inference-optimization optimization-techniques machine-learning-operations deep-learning-techniques model-inference-service performance-enhancement scalability-strategies serving-infrastructure large-scale-deployment
  • Updated Apr 12, 2024
  • Jupyter Notebook

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

Star 3

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

data-science machine-learning circleci ai tensorflow gcp cloud-computing machinelearning cicd aiops mlops mlflow mlflow-tracking-server fastapi machine-learning-operations industry-standard-practices experiments-tracking dvc-pipeline dagshub
  • Updated Mar 31, 2023
  • Python

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