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update week 10
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doc/src/week10/Latexfiles/week10.tex

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\begin{frame}{Outline I}
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\begin{enumerate}
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\item Motivation and definition
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\item From the classical DFT to the QFT
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\item Derivation of the product form
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\item From the classical DFT to the QFT, reminder from last week
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\item Circuit decomposition with Hadamards and controlled phases
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\item Worked 2- and 3-qubit examples
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\item Approximate QFT and complexity
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\item Connection to quantum phase estimation
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\item Implementation logic and simulation remarks
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\end{enumerate}
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\end{frame}
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\begin{frame}{Outline II}
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\begin{enumerate}
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\item Quantum Phase Estimation (QPE): goal and idea
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\item Step-by-step derivation of QPE
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\item Quantum Phase Estimation (QPE)
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\item Bit-string interpretation and precision
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\item Connection to Hamiltonian simulation
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\item Connection to Variational Quantum Eigensolvers (VQE)
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\item Summary and outlook
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\item Themes for the second project
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\end{enumerate}
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\end{frame}
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\end{frame}
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%================================================
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\begin{frame}{Possible Next Topics}
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Natural follow-ups include:
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\begin{frame}{Possible Next Topics and suggestions for the second project}
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\begin{itemize}
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\item Continuation of project 1 with more realistic systems and using adaptive VQE on actual (real) quantum computers
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\item Implementation and studies of the Quantum Approximate Optimization Algorithm (QAOA): Simulation of linear algebra systems on quantum computers, solving differential equations
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\item Applications and implementations of quantum machine learning algorithms
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\item Implement quantum neural networks for PINNs
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\item Detailed quantum chemistry applications.
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\end{itemize}
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\end{frame}
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\begin{frame}{Suggestions for the second project}
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\begin{itemize}
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\item error and success-probability bounds,
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\item Hamiltonian simulation methods,
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\item comparison with Bayesian phase estimation,
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\item detailed quantum chemistry applications.
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\item Studies of entanglement and physical realization of quantum gates and circuits
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\item Implementing Shor's algorithm or other algorithms
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\item Parallelizing the Variational Quantum Eigensolver with multi-GPU scaling, see \url{https://arxiv.org/abs/2601.09951}
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\item Implementing and comparing the quantum phase estimation algorithm with VQE, see recent QPE paper at \url{"https://arxiv.org/abs/2601.05788}
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\item Studies of hyperparameters in VQE, see for example \url{https://arxiv.org/abs/2601.16679}
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\item Implementing unitary coupled cluster theory on a quantum computer, see \url{https://arxiv.org/abs/2501.15893}
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\end{itemize}
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\end{frame}
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\end{document}
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