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TensorCircuit Next Generation
TensorCircuit Next Generation
  • Quick Start
  • Agentic Development
  • Advanced Usage
  • Frequently Asked Questions
  • TensorCircuit: The Sharp Bits 🔪
  • TensorCircuit-NG: What is inside?
  • Guide for Contributors
  • Jupyter Tutorials
    • Circuit Basics
    • Qudit Circuit Basics
    • Quantum Approximation Optimization Algorithm (QAOA)
    • Optimizing QAOA by Bayesian Optimization (BO)
    • Quantum Approximation Optimization Algorithm (QAOA) for Not-all-equal 3-satisfiability (NAE3SAT)
    • Quantum Dropout for QAOA
    • VQE on 1D TFIM
    • QML on MNIST Classification
    • QML in PyTorch
    • Quantum Machine Learning for Classification Task
    • Variational Quantum Eigensolver (VQE) on Molecules
    • VQE on 1D TFIM with Different Hamiltonian Representation
    • MERA
    • Gradient Evaluation Efficiency Comparison
    • The usage of contractor
    • Simulation of Clifford Circuits
    • Fermion Gaussian State (FGS) Simulator
    • Operator spreading
    • Optimization vs. expressibility of the circuit
    • Probing Many-body Localization by Excited-state VQE
    • Differentiable Quantum Architecture Search
    • Barren Plateaus
    • Solving QUBO Problem using QAOA
    • Lattice Geometries in TensorCircuit
    • Further Reading and Resources
    • Portfolio Optimization
    • Solving the Ground State of Hamiltonian by Imaginary-time Evolution
    • Classical Shadows in Pauli Basis
    • Support Vector Classification with SKLearn
    • Distributed Circuit Simulation and TensorNetwork Contraction
    • Demo on TensorCircuit SDK for Tencent Quantum Cloud
  • Whitepaper Tutorials
    • Circuits and Gates
    • Gradient and Variational Optimization
    • Density Matrix and Mixed State Evolution
    • Different Types of Measurement API
    • Evaluation on Pauli String Sum
    • Utilizing vmap in Quantum Circuit Simulations
    • QuOperator in TensorCircuit
    • Customized Contraction
    • Advanced Automatic Differentiation
  • tensorcircuit
    • tensorcircuit.about
    • tensorcircuit.abstractcircuit
    • tensorcircuit.analogcircuit
    • tensorcircuit.applications
      • tensorcircuit.applications.ai
        • tensorcircuit.applications.ai.ensemble
      • tensorcircuit.applications.dqas
      • tensorcircuit.applications.finance
        • tensorcircuit.applications.finance.portfolio
      • tensorcircuit.applications.graphdata
      • tensorcircuit.applications.layers
      • tensorcircuit.applications.optimization
      • tensorcircuit.applications.physics
        • tensorcircuit.applications.physics.baseline
        • tensorcircuit.applications.physics.fss
      • tensorcircuit.applications.utils
      • tensorcircuit.applications.vags
      • tensorcircuit.applications.van
      • tensorcircuit.applications.vqes
    • tensorcircuit.backends
      • tensorcircuit.backends.backend_factory
      • tensorcircuit.backends.cupy_backend
      • tensorcircuit.backends.jax_backend
      • tensorcircuit.backends.numpy_backend
      • tensorcircuit.backends.pytorch_backend
      • tensorcircuit.backends.tensorflow_backend
    • tensorcircuit.basecircuit
    • tensorcircuit.channels
    • tensorcircuit.circuit
    • tensorcircuit.cloud
      • tensorcircuit.cloud.abstraction
      • tensorcircuit.cloud.apis
      • tensorcircuit.cloud.config
      • tensorcircuit.cloud.local
      • tensorcircuit.cloud.quafu_provider
      • tensorcircuit.cloud.tencent
      • tensorcircuit.cloud.utils
      • tensorcircuit.cloud.wrapper
    • tensorcircuit.compiler
      • tensorcircuit.compiler.composed_compiler
      • tensorcircuit.compiler.qiskit_compiler
      • tensorcircuit.compiler.simple_compiler
    • tensorcircuit.cons
    • tensorcircuit.densitymatrix
    • tensorcircuit.experimental
    • tensorcircuit.fgs
    • tensorcircuit.gates
    • tensorcircuit.interfaces
      • tensorcircuit.interfaces.jax
      • tensorcircuit.interfaces.numpy
      • tensorcircuit.interfaces.scipy
      • tensorcircuit.interfaces.tensorflow
      • tensorcircuit.interfaces.tensortrans
      • tensorcircuit.interfaces.torch
    • tensorcircuit.keras
    • tensorcircuit.mps_base
    • tensorcircuit.mpscircuit
    • tensorcircuit.noisemodel
    • tensorcircuit.pauliprop
    • tensorcircuit.quantum
    • tensorcircuit.quditcircuit
    • tensorcircuit.quditgates
    • tensorcircuit.results
      • tensorcircuit.results.counts
      • tensorcircuit.results.qem
        • tensorcircuit.results.qem.benchmark_circuits
        • tensorcircuit.results.qem.qem_methods
      • tensorcircuit.results.readout_mitigation
    • tensorcircuit.shadows
    • tensorcircuit.simplify
    • tensorcircuit.stabilizercircuit
    • tensorcircuit.templates
      • tensorcircuit.templates.ansatz
      • tensorcircuit.templates.blocks
      • tensorcircuit.templates.chems
      • tensorcircuit.templates.conversions
      • tensorcircuit.templates.dataset
      • tensorcircuit.templates.graphs
      • tensorcircuit.templates.hamiltonians
      • tensorcircuit.templates.lattice
      • tensorcircuit.templates.measurements
    • tensorcircuit.timeevol
    • tensorcircuit.torchnn
    • tensorcircuit.translation
    • tensorcircuit.u1circuit
    • tensorcircuit.utils
    • tensorcircuit.vis
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tensorcircuit.applications.finance¶

  • tensorcircuit.applications.finance.portfolio
    • QUBO_from_portfolio()
    • StockData
      • StockData.__init__()
      • StockData.get_covariance()
      • StockData.get_return()
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