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‎doc/pub/week6/html/week6-bs.html‎

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'plans-for-the-week-of-february-24-28-solving-quantum-mechanical-problems'),
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('Paths for project 2', 2, None, 'paths-for-project-2'),
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('Readings', 2, None, 'readings'),
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('Gates and measurements', 2, None, 'gates-and-measurements'),
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('The Qiskit material from last week',
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('Gates and measurements, reminder from previous two weeks',
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None,
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'the-qiskit-material-from-last-week'),
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'gates-and-measurements-reminder-from-previous-two-weeks'),
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('Variational Quantum Eigensolver',
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<a href="#" class="dropdown-toggle" data-toggle="dropdown">Contents <b class="caret"></b></a>
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<ul class="dropdown-menu">
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<!-- navigation toc: --> <li><a href="#plans-for-the-week-of-february-24-28-solving-quantum-mechanical-problems" style="font-size: 80%;">Plans for the week of February 24-28, Solving quantum mechanical problems</a></li>
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<!-- navigation toc: --> <li><a href="#paths-for-project-2" style="font-size: 80%;">Paths for project 2</a></li>
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<!-- navigation toc: --> <li><a href="#readings" style="font-size: 80%;">Readings</a></li>
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<!-- navigation toc: --> <li><a href="#gates-and-measurements" style="font-size: 80%;">Gates and measurements</a></li>
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<!-- navigation toc: --> <li><a href="#the-qiskit-material-from-last-week" style="font-size: 80%;">The Qiskit material from last week</a></li>
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<!-- navigation toc: --> <li><a href="#gates-and-measurements-reminder-from-previous-two-weeks" style="font-size: 80%;">Gates and measurements, reminder from previous two weeks</a></li>
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<!-- navigation toc: --> <li><a href="#variational-quantum-eigensolver" style="font-size: 80%;">Variational Quantum Eigensolver</a></li>
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<!-- navigation toc: --> <li><a href="#the-vqe" style="font-size: 80%;">The VQE</a></li>
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<!-- navigation toc: --> <li><a href="#expectation-value-of-hamiltonian" style="font-size: 80%;">Expectation value of Hamiltonian</a></li>
@@ -235,25 +231,16 @@ <h2 id="plans-for-the-week-of-february-24-28-solving-quantum-mechanical-problems
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<div class="panel-body">
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<!-- subsequent paragraphs come in larger fonts, so start with a paragraph -->
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<ol>
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<li> Repetition from last week and discussion of the first part of the project</li>
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<li> Further discussions of gates and measurements</li>
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<li> Repetition from last week on gates, measurements and one-qubit systems</li>
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<li> Introducing the Variational Quantum Eigensolver (VQE) and discussion of project 1</li>
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<li> <b>Note on project work:</b> feel free to collaborate on the projects</li>
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<li> <a href="https://youtu.be/" target="_self">Video of lecture to be added</a>
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<li> <b>Note on project work:</b> feel free to collaborate on the projects
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<!-- o <a href="https://youtu.be/" target="_self">Video of lecture to be added</a> -->
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<!-- o <a href="https://github.com/CompPhysics/QuantumComputingMachineLearning/blob/gh-pages/doc/HandWrittenNotes/2024/NotesFebruary21.pdf" target="_self">Whiteboard notes</a> --></li>
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</ol>
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</div>
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</div>
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<!-- !split -->
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<h2 id="paths-for-project-2" class="anchor">Paths for project 2 </h2>
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<p>Depending on your interests, we can tailor project 2 in several different ways</p>
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<ol>
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<li> discussions and work on other algorithms than those used for solving quantum mechanical problems, Grover, Shor, Quantum Fourier Transforms etc</li>
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<li> work on quantum machine learning (could combine with FYS5429)</li>
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<li> other possibilities</li>
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</ol>
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<!-- !split -->
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<h2 id="readings" class="anchor">Readings </h2>
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<li> <a href="https://www.sciencedirect.com/science/article/pii/S0370157322003118?via%3Dihub" target="_self">See also the VQE review article by Tilly et al.</a></li>
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</ol>
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<!-- !split -->
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<h2 id="gates-and-measurements" class="anchor">Gates and measurements </h2>
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<p>This material is covered by whiteboard notes from lecture February 21.
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The material will be updated later this week.
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</p>
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<!-- !split -->
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<h2 id="the-qiskit-material-from-last-week" class="anchor">The Qiskit material from last week </h2>
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<!-- code=python (!bc pycod) typeset with pygments style "default" -->
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<div class="highlight" style="background: #f8f8f8">
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<pre style="line-height: 125%;"><span style="color: #408080; font-style: italic"># Install alternative provider package</span>
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<span style="color: #408080; font-style: italic"># If you have problems with the original notebook, try this package</span>
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<span style="color: #408080; font-style: italic"># pip install -q qiskit-ibm-provider</span>
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<span style="color: #408080; font-style: italic"># How to use it</span>
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<span style="color: #008000; font-weight: bold">from</span> <span style="color: #0000FF; font-weight: bold">qiskit_ibm_provider</span> <span style="color: #008000; font-weight: bold">import</span> IBMProvider
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api_token <span style="color: #666666">=</span> <span style="color: #BA2121">&#39;Your token&#39;</span>
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<span style="color: #408080; font-style: italic"># Load your IBM Quantum account</span>
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IBMProvider<span style="color: #666666">.</span>save_account(api_token, overwrite<span style="color: #666666">=</span><span style="color: #008000; font-weight: bold">True</span>) <span style="color: #408080; font-style: italic"># This stores your credentials locally</span>
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provider <span style="color: #666666">=</span> IBMProvider()
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<span style="color: #008000; font-weight: bold">import</span> <span style="color: #0000FF; font-weight: bold">qiskit</span> <span style="color: #008000; font-weight: bold">as</span> <span style="color: #0000FF; font-weight: bold">qk</span>
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<span style="color: #008000; font-weight: bold">from</span> <span style="color: #0000FF; font-weight: bold">qiskit</span> <span style="color: #008000; font-weight: bold">import</span> QuantumRegister, ClassicalRegister, QuantumCircuit
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<span style="color: #008000; font-weight: bold">from</span> <span style="color: #0000FF; font-weight: bold">qiskit.visualization</span> <span style="color: #008000; font-weight: bold">import</span> plot_histogram
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<span style="color: #008000; font-weight: bold">from</span> <span style="color: #0000FF; font-weight: bold">qiskit_aer</span> <span style="color: #008000; font-weight: bold">import</span> AerSimulator
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<span style="color: #008000; font-weight: bold">import</span> <span style="color: #0000FF; font-weight: bold">matplotlib.pyplot</span> <span style="color: #008000; font-weight: bold">as</span> <span style="color: #0000FF; font-weight: bold">plt</span>
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<span style="color: #408080; font-style: italic"># Then go ahead and use it like this with whatever backend, i.e. osaka with 127 qubits</span>
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backend <span style="color: #666666">=</span> provider<span style="color: #666666">.</span>get_backend(<span style="color: #BA2121">&#39;ibm_osaka&#39;</span>)
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<span style="color: #408080; font-style: italic"># Create a quantum circuit with two qubits</span>
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bell_circuit <span style="color: #666666">=</span> QuantumCircuit(<span style="color: #666666">2</span>, <span style="color: #666666">2</span>)
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</pre>
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<h2 id="gates-and-measurements-reminder-from-previous-two-weeks" class="anchor">Gates and measurements, reminder from previous two weeks </h2>
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<p>Material to come here</p>
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<!-- !split -->
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<h2 id="variational-quantum-eigensolver" class="anchor">Variational Quantum Eigensolver </h2>
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<center style="font-size:80%">
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<!-- copyright --> &copy; 1999-2024, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license
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<!-- copyright --> &copy; 1999-2025, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license
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‎doc/pub/week6/html/week6-reveal.html‎

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<center style="font-size:80%">
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<!-- copyright --> &copy; 1999-2024, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license
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<!-- copyright --> &copy; 1999-2025, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license
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</center>
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</section>
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<b></b>
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<p>
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<ol>
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<p><li> Repetition from last week and discussion of the first part of the project</li>
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<p><li> Further discussions of gates and measurements</li>
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<p><li> Repetition from last week on gates, measurements and one-qubit systems</li>
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<p><li> Introducing the Variational Quantum Eigensolver (VQE) and discussion of project 1</li>
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<p><li> <b>Note on project work:</b> feel free to collaborate on the projects</li>
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<p><li> <a href="https://youtu.be/" target="_blank">Video of lecture to be added</a>
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<p><li> <b>Note on project work:</b> feel free to collaborate on the projects
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<!-- o <a href="https://youtu.be/" target="_blank">Video of lecture to be added</a> -->
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<!-- o <a href="https://github.com/CompPhysics/QuantumComputingMachineLearning/blob/gh-pages/doc/HandWrittenNotes/2024/NotesFebruary21.pdf" target="_blank">Whiteboard notes</a> --></li>
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</ol>
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</div>
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</section>
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<section>
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<h2 id="paths-for-project-2">Paths for project 2 </h2>
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<p>Depending on your interests, we can tailor project 2 in several different ways</p>
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<ol>
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<p><li> discussions and work on other algorithms than those used for solving quantum mechanical problems, Grover, Shor, Quantum Fourier Transforms etc</li>
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<p><li> work on quantum machine learning (could combine with FYS5429)</li>
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<p><li> other possibilities</li>
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</ol>
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</section>
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<h2 id="readings">Readings </h2>
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<h2 id="gates-and-measurements">Gates and measurements </h2>
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<p>This material is covered by whiteboard notes from lecture February 21.
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The material will be updated later this week.
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</p>
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</section>
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<section>
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<h2 id="the-qiskit-material-from-last-week">The Qiskit material from last week </h2>
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<!-- code=python (!bc pycod) typeset with pygments style "perldoc" -->
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<div class="cell border-box-sizing code_cell rendered">
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<div class="input">
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<div class="inner_cell">
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<div class="input_area">
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<div class="highlight" style="background: #eeeedd">
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<pre style="font-size: 80%; line-height: 125%;"><span style="color: #228B22"># Install alternative provider package</span>
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<span style="color: #228B22"># If you have problems with the original notebook, try this package</span>
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<span style="color: #228B22"># pip install -q qiskit-ibm-provider</span>
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<span style="color: #228B22"># How to use it</span>
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<span style="color: #8B008B; font-weight: bold">from</span> <span style="color: #008b45; text-decoration: underline">qiskit_ibm_provider</span> <span style="color: #8B008B; font-weight: bold">import</span> IBMProvider
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<h2 id="gates-and-measurements-reminder-from-previous-two-weeks">Gates and measurements, reminder from previous two weeks </h2>
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api_token = <span style="color: #CD5555">&#39;Your token&#39;</span>
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<span style="color: #228B22"># Load your IBM Quantum account</span>
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IBMProvider.save_account(api_token, overwrite=<span style="color: #8B008B; font-weight: bold">True</span>) <span style="color: #228B22"># This stores your credentials locally</span>
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provider = IBMProvider()
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<span style="color: #8B008B; font-weight: bold">import</span> <span style="color: #008b45; text-decoration: underline">qiskit</span> <span style="color: #8B008B; font-weight: bold">as</span> <span style="color: #008b45; text-decoration: underline">qk</span>
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<span style="color: #8B008B; font-weight: bold">from</span> <span style="color: #008b45; text-decoration: underline">qiskit</span> <span style="color: #8B008B; font-weight: bold">import</span> QuantumRegister, ClassicalRegister, QuantumCircuit
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<span style="color: #8B008B; font-weight: bold">from</span> <span style="color: #008b45; text-decoration: underline">qiskit.visualization</span> <span style="color: #8B008B; font-weight: bold">import</span> plot_histogram
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<span style="color: #8B008B; font-weight: bold">from</span> <span style="color: #008b45; text-decoration: underline">qiskit_aer</span> <span style="color: #8B008B; font-weight: bold">import</span> AerSimulator
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<span style="color: #8B008B; font-weight: bold">import</span> <span style="color: #008b45; text-decoration: underline">matplotlib.pyplot</span> <span style="color: #8B008B; font-weight: bold">as</span> <span style="color: #008b45; text-decoration: underline">plt</span>
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<span style="color: #228B22"># Then go ahead and use it like this with whatever backend, i.e. osaka with 127 qubits</span>
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backend = provider.get_backend(<span style="color: #CD5555">&#39;ibm_osaka&#39;</span>)
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<span style="color: #228B22"># Create a quantum circuit with two qubits</span>
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bell_circuit = QuantumCircuit(<span style="color: #B452CD">2</span>, <span style="color: #B452CD">2</span>)
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</pre>
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<p>Material to come here</p>
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