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This project combines machine learning with data science implemented in a python environment. Completed as my Master's degree practicum, it displays skills in data analytics as well as intermediate level python development using serializing and de-serializing a Python object structure (Pickle File).

Python 100.00%
data-analysis-python data-science excel machine-learning-algorithms orange-data-mining pickle-file python python-filehandling

passwordstrengthapp's Introduction

PasswordStrengthApp

This project combines machine learning with data science implemented in a Python environment. Completed as my Master of Science in Business Analytics degree Practicum, it displays skills in data analytics as well as intermediate level python development using serializing and de-serializing a Python object structure (Pickle File). The project functions as a locally hosted web application whereby you enter a potential password you would like to use for a profile and the application takes the password and returns a scoring of the password strength based on a machine learning algorithm trained on previously breached passwords from the famous "RockYou.txt" file. The pickle file contains a machine-learning model developed and fine-tuned within the Orange Data Miner. To obtain the data to train the model I also used Python file handling to manually extract data into a ".csv" Excel spreadsheet where I cleaned and quantified the data. A full breakdown of the project is included in the repository as a video "Practicum Presentation.mp4" and a PowerPoint "Presentation.pptx".

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