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1 | 1 | TITLE: Quantum Computing and Quantum Machine Learning |
2 | 2 | AUTHOR: "FYS5419/9419":"https://www.uio.no/studier/emner/matnat/fys/FYS5419/index-eng.html", Quantum computing and quantum machine learning, University of Oslo, Norway |
3 | | -DATE: Spring semester 2024, deaadline June 7 |
| 3 | +DATE: Spring semester 2025, deaadline June 1 |
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6 | 6 |
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7 | 7 | ======= Possible paths for project 2 ======= |
8 | 8 |
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9 | 9 | We discuss here three paths for the second project. |
10 | | -Tentative deadline June 7. |
| 10 | +Tentative deadline June 1. |
11 | 11 |
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12 | | -The report should also be styled as a scientific report. The guidelines |
| 12 | +The report should be styled as a scientific report. The guidelines |
13 | 13 | we have established at |
14 | 14 | URL:"https://github.com/CompPhysics/AdvancedMachineLearning/tree/main/doc/Projects/EvaluationGrading" |
15 | 15 | could be useful in structuring your report. We have also added a |
16 | 16 | lecture set by Anne Ruimy (director of EDP journals) on how to write |
17 | 17 | effective titles and abstracts. See |
18 | 18 | URL:"https://github.com/CompPhysics/AdvancedMachineLearning/tree/main/doc/Projects/WritingAbstracts" |
19 | | -for these lectures. Finally, at |
20 | | -URL:"https://github.com/CompPhysics/AdvancedMachineLearning/tree/main/doc/Projects/2023/ProjectExamples" |
21 | | -you can find different examples of previous reports. See also the literature suggestions below. |
| 19 | +for these lectures. |
22 | 20 |
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23 | | -We would like to suggest three different paths (_select only one of these_). They are |
| 21 | +We would like to suggest four different paths (_select only one of these_). They are |
24 | 22 |
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25 | 23 | o Implementing quantum Fourier Transforms (QFTs), the phase estimation algorithm and if time allows (optional Shor's algorithm). |
26 | 24 | o Quantum Machine Learning project |
27 | 25 | o Implementing Quantum Boltzmann machines |
28 | | - |
| 26 | +o Study the solution of quantum mechanical eigenvalue problems with systems from atomic/molecular physics and quantum chemistry using adaptive QPE |
| 27 | +o Other ideas? |
29 | 28 | These projects are described here. |
30 | 29 |
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31 | 30 | ===== Alternative one, QFTs ===== |
@@ -213,7 +212,7 @@ Variational Quantum Eigensolver from project 1. Discuss the results with pros a |
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215 | 214 |
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216 | | -=== Project 2 g): These part is optional === |
| 215 | +=== Project 2 g): This part is optional === |
217 | 216 | If you have time and would to explore Shor's algorithm for factoring, sections 6.5 and 6.6 of Hundt contain an in depth discussion on how to implement this famous algorithm. |
218 | 217 |
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219 | 218 |
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@@ -465,6 +464,21 @@ o C. Zoufal, A. Lucchi, and S. Woerner, _Variational quantum Boltzmann machines_ |
465 | 464 | For an implementation, see URL:"https://helda.helsinki.fi/server/api/core/bitstreams/eeadc874-f41c-4795-9149-2cd9a3bfe10d/content". You should restrict the studies here to some few qubits. |
466 | 465 |
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467 | 466 |
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| 467 | + |
| 468 | + |
| 469 | +===== Alternative four, Adaptive VQE ===== |
| 470 | + |
| 471 | +In this alterantive we study the solution of quantum mechanical |
| 472 | +eigenvalue problems with possible systems from atomic/molecular physics and |
| 473 | +quantum chemistry using the adaptive VPE method. |
| 474 | +This project can be seen as an extension of project 1 and could contain the following research elements |
| 475 | +o Extend and generalize the Lipkin model to more than $N=4$ particles. |
| 476 | +o Test different initialization of the qubits for the Lipkin model |
| 477 | +o Implement the adaptive VQE and compare with the VQE from project 1, see for example Keran Chen's master thesis at URL:"https://www.duo.uio.no/handle/10852/114006" or at URL:"https://github.com/CompPhysics/QuantumComputingMachineLearning/blob/gh-pages/doc/Projects/2025/Project2/Literature/KeranMScthesis.pdf". See also the article by Grimsley *et al.,* at URL:"https://www.nature.com/articles/s41467-019-10988-2" |
| 478 | +o Extend eventually your codes to include more general Hamiltonians. Here you would need to implement the so-called Jordan-Wigner transformation (Notes will be added). |
| 479 | +o Feel free to suggest additional topics. |
| 480 | + |
| 481 | + |
468 | 482 | ===== Literature ===== |
469 | 483 |
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470 | 484 | The following articles and books (with codes) are relevant here: |
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