Welcome

Here you can test the final model trained to predict the likelihood of a URL being a phishing site. You can choose an example or enter a URL of your choice. This demo uses ONNX model stored in your browser, so the inference speed depends on your computer. Normally this should not exceed one second. If you perform the same tests with the pickle format model, you may see slight differences in scores. These variations are due to conversion, as the ONNX format uses different implementations for some model components. Rest assured, these differences are very minimal and can be overlooked.

Version

The demo uses the latest version of the model hosted on Hugging Face. You can see the details here.

Performances

The details about performances are in the model card.

Test the model in local model

You can also download the model to test the model directly in local model. You will find code snippets in the model card.

Reproduce the model

You can reproduce the model by cloning the repository containing the code and following the instructions here.

Dataset

The dataset is available on Hugging Face.