Dell Data Science Competition

Won 3rd Place

Dell Data Science Competition at the AUC sponsored by the AUC actuarial science association.

This repository contains the different models tried to estimate the RUL (Remaining Useful Lifetime) of the Hard Disks using the BackBlaze Dataset.

Name		Name	Last commit message	Last commit date
Latest commit History 15 Commits
Models		Models
Pics		Pics
env		env
venv		venv
Data_Preprocessing.ipynb		Data_Preprocessing.ipynb
Data_Visualization.ipynb		Data_Visualization.ipynb
ML.ipynb		ML.ipynb
ML2.ipynb		ML2.ipynb
README.md		README.md
RandomForest.ipynb		RandomForest.ipynb
Test.ipynb		Test.ipynb
Untitled.ipynb		Untitled.ipynb
Untitled1.ipynb		Untitled1.ipynb
anomaly_detection.ipynb		anomaly_detection.ipynb
autoencoder.h5		autoencoder.h5
autoencoder3.h5		autoencoder3.h5
autoencoderModel3.json		autoencoderModel3.json
crossvalidation.joblib		crossvalidation.joblib
days_before_failure.ipynb		days_before_failure.ipynb
file_merger.ipynb		file_merger.ipynb
helper.ipynb		helper.ipynb
model.json		model.json
preprocessing.ipynb		preprocessing.ipynb
regressor.joblib		regressor.joblib
regressor1.joblib		regressor1.joblib
regressor3.joblib		regressor3.joblib
regressor4.joblib		regressor4.joblib
regressor5.joblib		regressor5.joblib
visualization.ipynb		visualization.ipynb