量子コンピュータとデータサイエンティスト

Transcript

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2. ( )
   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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3. ?
   

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4. ( )
   

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5. 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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6. 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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7. 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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8. 5
   

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9. 5
   

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10. 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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11. 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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12. 5
    SVM
    (QCL)
    ( DeBERTa )
    (VQE)
    ( )
    ?
    ?( )
    

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13. 5
    ( )
    ( AWS )
    Python
    Julia ( Python)
    

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14. 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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15. 5
    ( )
    ( )
    (FTQC )
    ?
    ( !)
    

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16. 5
    https://www.jqca.org/
    (QIQB)
    https://qniapp.github.io/quantattack/
    

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17. 6
    

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18. 5
    

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19. ( )
    - -
    ( )
    https://note.com/beef_and_rice/n/n358466d708e2
    ‹#›
    

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20. 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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21. 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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22. ...
    https://www.fujitsu.com/jp/digitalannealer/
    ...CMOS
    https://annealing-cloud.com/ja/about/cmos-annealing-machine.html
    ‹#›
    

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

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24. ...
    

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25. 5
    

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26. 5
    ※
    :https://qsw.phys.s.u-tokyo.ac.jp/assets/files/20220228_okubo.pdf
    

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27. 5
    H
    0
    1 50%
    

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