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production-ml

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EthicalML / awesome-production-machine-learning

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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 Sep 13, 2025

sanskarGupta551 / mlops-fundamentals-gcp-fashion-mnist

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Hands-on project to learn MLOps fundamentals with GCP-native services (Vertex AI, Cloud Run, Cloud Functions, Cloud Build, GCS) using Fashion-MNIST dataset

docker flask data-science machine-learning jupyter cloud-storage ci-cd python3 image-classification automl cloud-build cloud-functions mlops feature-store fashion-mnist-dataset tensorflow2 production-ml cloud-run gcp-project vertex-ai
  • Updated Aug 31, 2025
  • Jupyter Notebook

DavidShableski / weather-image-classification

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95% accurate weather image classifier with TensorFlow and Grad-CAM. Demonstrates production ready ML skills: transfer learning, data augmentation, interpretability, and error analysis.

python opencv machine-learning computer-vision deep-learning tensorflow keras jupyter-notebook grad-cam image-classification matplotlib transfer-learning data-augmentation weather-prediction explainable-ai mobilenetv2 model-interpretability production-ml ai-portfolio entry-level-ml
  • Updated Sep 8, 2025
  • Jupyter Notebook

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