ansatz

Materials and Resources for the EuroPython 21 Talk on "Introduction to Quantum Deep Learning" on 28/7/2021.

Autonomous VQE ansatz discovery -- AI agent designs quantum circuits overnight. Fork of karpathy/autoresearch for quantum computing.

In this paper we present a VQA for the TSP that combines (i) a compact encoding of permutations, (ii) an optimize-freeze-reuse strategy. This pipeline eliminates costly structural research in testing, making the procedure immediately implementable on NISQ hardware.

Quantum machine leaning classification with feature maps and custom variational circuits (asäntze)

VQC model in PennyLane for learning Z₂ symmetry in angle-encoded Hamiltonians. Includes training diagnostics and ROC tuning. Cirq version coming soon.

ZZFeatureMap (encoder) + RealAmplitudes (ansatz). Egzaktni simulator (Statevector). Deterministička grid-optimizacija hiperparametara.

4-qubit hardware-efficient variational ansatz for VQE (Variational Quantum Eigensolver), 2-layer Ry-Rz-CNOT structure.

Qiskit Fall Fest Kolkata Chapter Hackathon 2022 Project on QML

Polazni H₂ model. Hamiltonijan, Ising iz CSV statistike. ansatz — parametrizovano kolo (StronglyEntanglingLayers na 5×5). VQE: minimizacija ⟨H⟩. GradientDescent na expval(H). Energija ovde je cost nad lotom — loto adapter na qc25.