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--- |
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library_name: keras |
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pipeline_tag: text-classification |
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tags: |
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- security |
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- password |
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--- |
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# Password security classifier |
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This is a keras model that gives a binary response showing how secure is a password. The `start.py` file has a `clf` function that inputs a string of a password and responds with a 0-1 float value. 1 means secure and 0 insecure. |
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I used this password list as a dataset + random password generation using the `random` library (I know, it's not very secure but this is for a dataset). |
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## Model & Training |
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The model was trained on 4,2MiB of .csv data for 2 epochs on Adam with learning rate 0.00001, batch size 4 and mse loss. |
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The model embeds every input character with the ord() builtin python function. The model has `128 128` dense layer parameters. |
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## Evaluation |
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The evaluation of the model on a test dataset shows: |
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**loss** - |
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**accuracy** - |
