Qiskit Machine Learning

Machine learning with Qiskit.

• Machine learning in quantum computing
• Quantum support vector machine (QSVM)
• SVM with custom quantum kernel

Accuracy Comparison

Used ad hoc dataset

• Input dimension 2
• Output demension 1
• Training 50
• Test 10

	Accuracy
Classical SVM	70%
Custom kernel	50%
QSVM	100%

Kernels

ZFeatureMap

ZZFeatureMap

Dependency

• Python 3
• Qiskit
• qiskit_machine_learning
• pylatexenc
• matplotlib
• numpy

Reference

• https://www.youtube.com/watch?v=claoY57eVIc
• https://github.com/qiskit-community/qiskit-application-modules-demo-sessions/blob/main/qiskit-machine-learning/qiskit-machine-learning-demo.ipynb