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# System prepended metadata

title: Quantum Resources

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# 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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