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Anomaly detection on the UC Berkeley milling data set using a disentangled-variational-autoencoder (beta-VAE). Replication of results as described in article "Self-Supervised Learning for Tool Wear Monitoring with a Disentangled-Variational-Autoencoder"

License: MIT License

Jupyter Notebook 96.19% Python 3.81%
advanced-manufacturing anomaly-detection beta-vae deep-learning latent-spaces machinery-condition-monitoring masc-thesis milling precision recall tool-condition-monitoring tool-wear-monitoring trend

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ml-tool-wear's Issues

How to train the best model

Hello, I used your code to search for more than 200 models. During training, they have good accuracy of verification set (about 0.86), but in the subsequent calculation of pr-AUC, their performance (0.1-0.3) is far from the best model you provided, and PR curve and violin plots also look very bad. I want to know if there is any other work besides changing the search times to find the effect like the model you provided. I'm sorry for my poor English. I wonder if you can understand me

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