README.md

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 -