量子コンピュータとデータサイエンティスト

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( ) BrainPad Data scientist Data Science Wiki Web Inductive-bias Learning: Generating Code Models with Large Language Model LLM In-context Learning Autores こんなアイコンで活動してます。 @fuyu_quant 見かけたらよろしくお願いします

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( )

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NISQ ... FTQC ... FTQC ... .... ... ... .... GPU FTQC NISQ(Noisy Intermediate-Scale Quantum Computer) FTQC 1994 Shor (1990 ) 1996 Grover (FTQC) FTQC:Fault Tolerant Quantum Computer ( ) 10 100 (IBM 2023 1000 )

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FTQC Google IBM Rigetti OQC NEC ( ) NTT( ) ( ) (CMOS ) (SQBM) NEC ( ) Xanadu ( ) QuEra ColdQuanta Pasqal Atom Computinm D-wave NEC ( ) FTQC IONQ Quantinuum(Honeywell Cabridge Quantum) AQT ( ) PsiQuantum( ) ( ) Intel Qutech SQC blueqat equal 1 ( ) ※

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FTQC VQE( ) AQC ( ) QAOA( ) QCL( ) QCNN QGRNN QCBM( ) SVM QAOA ... ( ) QAOA ( ) NVIDIA GPU FTQC Fault Tolerant Quantum Computer VQE AQC QAOA (QuEra)

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5 (0-1 ) ( ) (LocalSolver Gurobi) ?? ( ) ( !!) Mirrored double round-robin tournament QA Gurobi (https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0266846) (QA) QAOA VQE ( )

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5 FTQC( ) NISQ ( ) N O(N) ( N) ...O(N) O(N^(1/2)) ...O(N) O(log(N)) N=10000 1/100, 1/1000 (N ) ( ) k Q ( ) ※ ※ : - -

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5 SVM (QCL) ( DeBERTa ) (VQE) ( ) ? ?( )

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5 ( ) ( AWS ) Python Julia ( Python)

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5 Python Qiskit (IBM: ) Cirq, Tensor Flow Quantum (Google: ) blueqat (blueqat: ) Penny Lane (Xanadu: ) Strawberry Fields( ) Julia Yao ( ) Ocean (D-wave: ) Bloqade(QuEra: ) python Julia Github https://github.com/fuyu-quant/awesome-quantum-programming-languages

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5 ( ) ( ) (FTQC ) ? ( !)

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5 https://www.jqca.org/ (QIQB) https://qniapp.github.io/quantattack/

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( ) - - ( ) https://note.com/beef_and_rice/n/n358466d708e2 ‹#›

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Qiskit…IBM Python https://qiskit.org/ Penny Lane…XANADU Python https://pennylane.ai/ Strawberry Fields…XANADU Python https://strawberryfields.ai/ Cirq…Google Python https://quantumai.google/cirq Tensor Flow Quantum…Google Python https://www.tensorflow.org/quantum Blueqat…blueqat Python https://blueqat.readthedocs.io/en/latest/ Qulacs…QunaSys Python C++ http://docs.qulacs.org/en/latest/ Pulser… Python https://pulser.readthedocs.io/en/stable/index.html Paddle Quantum…Baidu Python https://qml.baidu.com/ https://qml.baidu.com/tutorials/measurement-based-quantum-computation/mbqc-quick-start-guide.html ( ) ‹#›

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Yao…Julia https://yaoquantum.org/ Bloqade…QuEra Julia https://queracomputing.github.io/Bloqade.jl/dev/ Scikit-qulacs…Python https://qulacs-osaka.github.io/scikit-qulacs/index.html torchquantum…Python https://github.com/mit-han-lab/torchquantum ‹#›

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... https://www.fujitsu.com/jp/digitalannealer/ ...CMOS https://annealing-cloud.com/ja/about/cmos-annealing-machine.html ‹#›

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https://www2.yukawa.kyoto-u.ac.jp/~qischool2019/takeuchi.pdf https://annex.jsap.or.jp/photonics/kogaku/public/37-12-kaisetsu3.pdf ‹#›