metadata
library_name: keras
pipeline_tag: text-classification
tags:
- security
- password
Password security classifier
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.
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).
Model & Training
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.
The model embeds every input character with the ord() builtin python function. The model has 128 128
dense layer parameters.
Evaluation
The evaluation of the model on a test dataset shows: loss - accuracy -