# Quantum Resources
## Pre - Production Challenge
### Feedback based Approach
- QAOA
- [Pennylane Explanation](https://pennylane.ai/qml/demos/tutorial_qaoa_intro.html )
- [Qiskit](https://qiskit.org/textbook/ch-applications/qaoa.html)
- [Short Video](https://www.youtube.com/watch?v=N8e5nAk6KBQ)
- Feedback Based Learning
- [Article](https://pennylane.ai/qml/demos/tutorial_falqon.html)

## Material Deformation
### Diffrentiable Quantum Circuit Approach
- VQE
- [Qiskit Tutorial](https://www.youtube.com/watch?v=Z-A6G0WVI9w)
- [Pennylane](https://pennylane.ai/qml/demos/tutorial_vqe.html)
- Ansatz:
- [PennyLane](https://pennylane.ai/qml/glossary/circuit_ansatz.html)

### QUBO for linear solver approach
- QUBO
- [Video](https://www.youtube.com/watch?v=vknIOydOJOo)
- VQLS
- [Qiskit](https://qiskit.org/textbook/ch-paper-implementations/vqls.html)
- [Pennylane](https://pennylane.ai/qml/demos/tutorial_vqls.html)

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