quantum-kernel-estimator
Quantum kernel computation skill for quantum machine learning
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技能内容
Quantum Kernel Estimator
Purpose
Provides expert guidance on quantum kernel methods for machine learning, enabling kernel-based classifiers and regressors with quantum feature maps.
Capabilities
- Fidelity quantum kernel
- Projected quantum kernel
- Kernel alignment optimization
- Feature map design
- SVM integration with quantum kernels
- Kernel matrix visualization
- Bandwidth tuning
- Trainable kernel circuits
Usage Guidelines
- Feature Map Selection: Design quantum feature map for data encoding
- Kernel Computation: Calculate kernel matrix entries via circuit execution
- Alignment Optimization: Tune kernel for target classification task
- SVM Training: Use quantum kernel with classical SVM solvers
- Performance Evaluation: Assess classification accuracy and quantum advantage
Tools/Libraries
- Qiskit Machine Learning
- PennyLane
- scikit-learn
- CVXPY
- NumPy
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原文件路径
library/specializations/domains/science/quantum-computing/skills/quantum-kernel-estimator/SKILL.md