VQE: The Variational Quantum Eigensolver Explained
How the variational quantum eigensolver finds ground-state energies: ansatz design, energy measurement, parameter optimization and chemistry uses.
Shor, Grover, QAOA, VQE and the rest — what each quantum algorithm does, the problem it targets and where the promised speedup really comes from.
85 articlesHow the variational quantum eigensolver finds ground-state energies: ansatz design, energy measurement, parameter optimization and chemistry uses.
Quantum phase estimation step by step: controlled unitaries, the inverse QFT, precision, error sources and its use in Shor’s algorithm and chemistry.
How QAOA works: alternating cost and mixer operators, a classical optimizer in the loop, and applications to logistics, finance and energy.
The quantum Fourier transform explained: its circuit, its role in phase estimation and Shor’s algorithm, and how it differs from the classical FFT.
How Grover’s algorithm searches an unsorted list in about √N steps using an oracle and amplitude amplification, and its effect on cryptography.
How Shor’s algorithm factors integers: period finding, modular exponentiation, the quantum Fourier transform and the circuit it needs.
What quantum supremacy experiments actually proved, what they did not, and how supremacy differs from useful quantum advantage.
The major quantum algorithms in one place: Grover, Shor, QFT, Simon, phase estimation, QAOA, quantum walks, HHL, VQE and amplitude estimation.
An overview of quantum algorithms: their history, the quantum Fourier transform, amplitude amplification, Deutsch-Jozsa, Simon and phase estimation.
How qubits make quantum algorithms possible: superposition, entanglement, interference, gates and measurement, and why coherence limits them.
How optimization problems are mapped to quantum computers, the limits of current hardware, practical approaches and early real-world applications.
Quantum approaches to graph problems: Grover search, quantum walks, QAOA, quantum annealing and algorithms for spanning trees and graph coloring.