Addition of Projected Gradient Descent Attack Algorithm

[Heril18]

Addition of Projected Gradient Descent Attack Algorithm

Task - Implementation and setting up of PGD Algorithm in the source code and its deployment on the main website.

Difficulty Level : Intermediate

Steps to be followed -

• Add the respective attack function to attack.py file.
• The function should be of the following framework -

def pgd(parameters):
	model body
	return dict()

• Create the app-route python decorator for the algorithm in the app.py file.
• The function should be of the following framework -

@app.route('/pgd', methods=['GET'])
def pgd():
    return render_template('pgd.html')

• Create the HTML template file (pgd.html) for the respective algorithm in the template folder

Resources to be followed

• Relevant Paper : Towards Deep Learning Models Resistant to Adversarial Attacks