| title: Encrypted Credit Card Approval Prediction Using Fully Homomorphic Encryption | |
| emoji: 💳 ✅ | |
| colorFrom: green | |
| colorTo: green | |
| sdk: gradio | |
| sdk_version: 4.44.0 | |
| app_file: app.py | |
| pinned: true | |
| tags: | |
| - FHE | |
| - PPML | |
| - privacy | |
| - privacy preserving machine learning | |
| - credit card approval | |
| - credit score | |
| - homomorphic encryption | |
| - security | |
| python_version: 3.10.11 | |
| # Credit card approval using FHE | |
| ## Run the application locally | |
| ### Install the dependencies | |
| First, create a virtual env and activate it: | |
| ```bash | |
| python3 -m venv .venv | |
| source .venv/bin/activate | |
| ``` | |
| Then, install the required packages: | |
| ```bash | |
| pip3 install pip --upgrade | |
| pip3 install -U pip wheel setuptools --ignore-installed | |
| pip3 install -r requirements.txt --ignore-installed | |
| ``` | |
| The above steps should only be done once. | |
| ## Run the app | |
| In a terminal, run: | |
| ```bash | |
| source .venv/bin/activate | |
| python3 app.py | |
| ``` | |
| ## Interact with the application | |
| Open the given URL link (search for a line like `Running on local URL: http://127.0.0.1:8888/`). | |
| ## Development | |
| If the model, data-set or pre/post-processing is modified locally, it is possible to initialize, | |
| fit and compile the model all at once using the following command. It will also save the deployment | |
| files at the right places in order to make sure the app works properly : | |
| ```bash | |
| python3 development.py | |
| ``` | |