optimisation

0 courses · 3 tutorials

Free Tutorials

- advanced
- 35 min
Quantum Natural Gradient in PennyLane

Implement quantum natural gradient descent in PennyLane using the quantum Fisher information matrix. Compare convergence against standard gradient descent on a VQE benchmark.
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- intermediate
- 25 min read
QAOA: Quantum Approximate Optimisation Algorithm with PennyLane

Implement the Quantum Approximate Optimisation Algorithm to solve the MaxCut graph problem using PennyLane, and understand how QAOA bridges quantum computing and combinatorial optimisation.
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- beginner
- 20 min
Quantum Computing Applications: What Problems Can It Solve?

A practical overview of what quantum computers can actually do today and in the near future: chemistry simulation, optimisation, cryptography, and machine learning.
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