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Dancing with Qubits - Second Edition

You're reading from  Dancing with Qubits - Second Edition

Product type Book
Published in Mar 2024
Publisher Packt
ISBN-13 9781837636754
Pages 684 pages
Edition 2nd Edition
Languages
Author (1):
Robert S. Sutor Robert S. Sutor
Profile icon Robert S. Sutor

Table of Contents (26) Chapters

Preface I Foundations
Why Quantum Computing They’re Not Old, They’re Classics More Numbers Than You Can Imagine Planes and Circles and Spheres, Oh My Dimensions 6 What Do You Mean “Probably”? II Quantum Computing
One Qubit Two Qubits, Three Wiring Up the Circuits From Circuits to Algorithms Getting Physical III Advanced Topics
Considering NISQ Algorithms Introduction to Quantum Machine Learning Questions about the Future Afterword
A Quick Reference B Notices C Production Notes Other Books You May Enjoy
References
Index
Appendices

12.10 Summary

In this chapter, we looked at QAOA as an example of a quantum technique that does not require fault-tolerant, error-corrected qubits. QAOA is an example of a variational quantum eigensolver that uses the variational principle from physics to find solutions to combinatorial optimization problems, such as Max-Cut.

Variational algorithms have potential value because they can use relatively short-depth circuits in conjunction with classical optimization techniques, such as gradient descent. We introduced the concepts of Hamiltonian and ansatz and showed how expectation allows us to compute an upper bound for eigenvalues.

The chapter concluded with a sober look at the perceived versus actual value of NISQ algorithms. Do you think we should bother, or should we focus our efforts on fault-tolerant, error-corrected qubits?

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