machine-learning-engineering

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stas00 /ml-engineering

Star16.9k

Machine Learning Engineering Open Book

training debugging machine-learning ai storage network scalability transformers slurm inference pytorch machine-learning-engineering gpus mlops large-language-models llm

UpdatedFeb 20, 2026
Python

Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.

python machine-learning pipeline hacktoberfest machine-learning-engineering mlops kedro experiment-tracking

UpdatedFeb 20, 2026
Python

kelvins /awesome-mlops

Star5k

😎 A curated list of awesome MLOps tools

data-science machine-learning awesome ai ml machine-learning-engineering mle mlops

UpdatedDec 10, 2025
Python

decodingai-magazine /llm-twin-course

Star4.3k

🤖 𝗟𝗲𝗮𝗿𝗻 for 𝗳𝗿𝗲𝗲 how to 𝗯𝘂𝗶𝗹𝗱 an end-to-end 𝗽𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻-𝗿𝗲𝗮𝗱𝘆 𝗟𝗟𝗠 & 𝗥𝗔𝗚 𝘀𝘆𝘀𝘁𝗲𝗺 using 𝗟𝗟𝗠𝗢𝗽𝘀 best practices: ~ 𝘴𝘰𝘶𝘳𝘤𝘦 𝘤𝘰𝘥𝘦 + 12 𝘩𝘢𝘯𝘥𝘴-𝘰𝘯 𝘭𝘦𝘴𝘴𝘰𝘯𝘴

docker aws course infrastructure-as-code machine-learning-engineering comet-ml rag mlops pulumi qdrant large-language-models bytewax generative-ai qwak llmops ml-system-design superlinked

UpdatedApr 26, 2025
Python

kennethleungty /MLOps-Specialization-Notes

Star392

Notes for Machine Learning Engineering for Production (MLOps) Specialization course by DeepLearning.AI & Andrew Ng

data-science machine-learning course deep-learning notes coursera andrew-ng machine-learning-engineering mlops ml-engineering deeplearningai machine-learning-ops ml-engineering-for-production

UpdatedMay 17, 2023

IFCA-Advanced-Computing /frouros

Star252

Frouros: an open-source Python library for drift detection in machine learning systems.

python machine-learning statistics concept-drift machine-learning-engineering mle change-detection covariate-shift mlops drift-detection machine-learning-operations data-drift distribution-shift dataset-drift dataset-shift

UpdatedFeb 11, 2026
Python

decodingai-magazine /articles-code

Star142

💻 Decoding ML articles hub: Hands-on articles with code on production-grade ML

computer-vision system-design machine-learning-engineering mlops large-language-models ml-system-design

UpdatedMar 6, 2025
Jupyter Notebook

radicalbit /radicalbit-ai-monitoring

Star82

A comprehensive solution for monitoring your AI models in production

data-science machine-learning ai monitoring artificial-intelligence observability machine-learning-engineering data-drift ai-monitoring ml-observability ai-observability llm-observability

UpdatedDec 16, 2025
Python

iesahin /xvc

Sponsor

Star72

A robust (🐢) and fast (🐇) MLOps tool for managing data and pipelines in Rust (🦀)

rust devops data-science data machine-learning data-engineering command-line-tool data-pipelines machine-learning-engineering mlops

UpdatedFeb 20, 2026
Rust

curiousily /Hackers-Guide-to-Deep-Learning

Sponsor

Star29

Tutorials on how to engineer Machine Learning projects using Deep Neural Networks with PyTorch and Python

python machine-learning deep-learning pytorch neural-networks machine-learning-api machine-learning-engineering machine-learning-deploy

UpdatedDec 2, 2020
Jupyter Notebook

MemoonaTahira /MLZoomcamp2022

Star21

My repo for the Machine Learning Engineering bootcamp 2022 by DataTalks.Club

python docker kubernetes machine-learning deep-learning aws-lambda deployment aws-ec2 tensorflow-serving machine-learning-engineering aws-fargate tflite bentoml kserve

UpdatedAug 8, 2023
Jupyter Notebook

Techn0logic /kubeflow-pipelines-standalone

Star8

A Helm chart containing Kubeflow Pipelines as a standalone service.

machine-learning workflow-engine machine-learning-engineering mlops kubeflow-pipelines mlops-workflow

UpdatedMay 1, 2023

prakharrathi25 /mlops-specialization-coursera

Star6

Machine Learning for Production Specialization

python machine-learning production coursera hacktoberfest machine-learning-engineering mlops mooc-solutions

UpdatedOct 3, 2022

alisulmanpro /Email-Spam-Detection-Classifier

Star5

End-to-end Email Spam Detection system using Machine Learning and NLP, featuring TF-IDF, Logistic Regression, threshold optimization, and a FastAPI-based real-time inference API.

python nlp api natural-language-processing text-classification logistic-regression machine-learning-engineering model-deployment spam-detection-machine-learning tfidf-vectorizer fastapi ml-engineering