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Quantum Engineering Year 2: Advanced Quantum Science Month 35Day 973

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Year 2·Month 35·Week 3

Day 973: QML Advantages & Limitations

Day 973 of 2,016~20 min read

Learning Objectives

•**Identify conditions** required for quantum advantage in ML
•**Explain dequantization** results and their implications
•**Critically evaluate** QML advantage claims
•**Assess current limitations** of near-term QML
•**Distinguish hype from reality** in QML literature
•**Formulate informed perspectives** on QML's future

Today's Schedule (7 hours)

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Year 2 Semester 2B Fault Tolerance Hardware Month 35 Advanced Algorithms - Week 139 QML Foundations Schedule Overview Learning Objectives Morning Session Theory 3 hours 1 The Quantum Advantage Question What Does Quantum Advantage Mean Types of Advantage 2 Theoretical Framework for QML Advantage The Schuld-Petruccione Framework Necessary but not sufficient Conditions 3 The Data Loading Problem The Fundamental Bottleneck Practical Implications 4 Dequantization Tangs Revolution The HHL Algorithm and Its Promises Tangs Dequantization 2019 What Tang Showed 5 Where Might Quantum Advantage Exist Potential Advantage Areas 6 Current Limitations 61 Hardware Limitations NISQ Era 62 Algorithmic Limitations 63 Theoretical Limitations 7 Hype vs Reality Assessment The Hype The Reality Honest Assessment Table Afternoon Session Case Studies 2 hours Case Study 1 Quantum Kernel Advantage Havlek et al 2019 Case Study 2 VQC for High-Energy Physics CERN Case Study 3 Quantum Generative Models Worked Analysis Evaluating a QML Paper Practice Problems Problem 1 Dequantization Analysis Direct Application Problem 2 Advantage Conditions Intermediate Problem 3 Critical Paper Analysis Challenging Evening Session Assessment Framework 2 hours Lab QML Advantage Assessment Tool Summary The Advantage Landscape Key Takeaways Honest Assessment The Bottom Line Week 139 Recap Weekly Summary What We Learned Daily Checklist Week Complete

Day 972Day 973 of 2,016Day 974