SIIEASIIEA.ai
LearnInvestAbout
SIIEASIIEA.ai

Where Understanding Creates Value. Open education — built by a family, for everyone.

Learn

  • Quantum Engineering
  • All Curricula

Company

  • About SIIEA
  • Investment Hub
  • Contact

Legal

  • Terms of Service
  • Privacy Policy
  • Disclaimer

© 2026 SIIEA Innovations, LLC. All rights reserved.

Educational content licensed under CC BY-NC-SA 4.0. Content is AI-assisted — see disclaimer.

Quantum EngineeringYear 2: Advanced Quantum ScienceMonth 35Day 955

This content was created with AI assistance and may contain errors or inaccuracies. Always verify against authoritative academic sources.

Full disclaimer
Year 2·Month 35·Week 1

Day 955: HHL Algorithm Derivation

Day 955 of 2,016~17 min read

Learning Objectives

  • •**Derive the complete HHL algorithm** step by step from first principles
  • •**Explain the eigenvalue inversion mechanism** via controlled rotation
  • •**Analyze the success probability** and role of amplitude amplification
  • •**Calculate the complexity** $O(\log(N) \cdot s^2 \cdot \kappa^2 / \epsilon)$
  • •**Compare HHL to classical algorithms** quantifying the exponential speedup
  • •**Identify the key assumptions** required for quantum advantage

Today's Schedule (7 hours)

Previous dayNext day

On this page

1 The HHL Problem Statement2 Mathematical FrameworkSpectral DecompositionSolution in Eigenbasis3 HHL Algorithm Overview4 Detailed Algorithm DerivationStep 1 State PreparationStep 2 Quantum Phase EstimationStep 3 Controlled RotationStep 4 Uncomputation Inverse QPEStep 5 Measurement and Post-Selection5 Success Probability AnalysisProbability Lower BoundAmplitude Amplification6 Complete Complexity AnalysisComponent 1 State PreparationComponent 2 Hamiltonian SimulationComponent 3 Phase EstimationComponent 4 Controlled RotationComponent 5 Amplitude AmplificationTotal Complexity7 Classical Comparison8 Requirements for Quantum AdvantageRequirement 1 Large Problem SizeRequirement 2 Low Condition NumberRequirement 3 Efficient State PreparationRequirement 4 Useful Quantum Output9 The Eigenvalue Inversion TrickWhy Controlled Rotation WorksImplementing the Controlled Rotation
Day 954Day 955 of 2,016Day 956