Tutorial-4

Importing the package

import nz_seqtech

Importing quantum_ml_models module

from nz_seqtech.quantum_ml_models import QNN

Testing QNN class with a suggested dataset

QNN(suggested_data=True)

Classification Report:
               precision    recall  f1-score   support

          -1       0.47      0.73      0.57        11
           1       0.62      0.36      0.45        14

    accuracy                           0.52        25
   macro avg       0.55      0.54      0.51        25
weighted avg       0.56      0.52      0.51        25

Testing QNN class with a loaded dataset

# Load data from X.npy and assign it to variable X
X = numpy.load('x1.npy')

# Load data from Y.npy and assign it to variable Y
Y = numpy.load('y1.npy')

QNN(X,Y,suggested_data=False)

Classification Report:
               precision    recall  f1-score   support

           0       0.00      0.00      0.00         9
           1       0.64      1.00      0.78        16

    accuracy                           0.64        25
   macro avg       0.32      0.50      0.39        25
weighted avg       0.41      0.64      0.50        25