Quantum machine learning is fake.

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Hybrid quantum computers are fake

Quantum computer's machine learning for designing semiconductors is fake, conducted by classical computers.

(Fig.1)  Fake news hides the fact that quantum computer's machine learning is useless, conducted only by a classical computer.

Quantum machine learning is just classical computer.

Today's useless quantum computers alone can do nothing.  Quantum machine learning and AI are conducted by classical computers.

This overhyped fake news (2025) ↓  -- Fake quantum machine learning

1st-paragraph says  -- Fake quantum advantage
"quantum machine learning can outperform traditional computer models in predicting the performance of critical semiconductor components (= fake news ), potentially (= "potentially" means "still useless" ) offering"

7th-paragraph says  -- Useless quantum computer
"The researchers used a five-qubit quantum circuit (= one qubit can take only 0 or 1 value, so just 5 qubits are still Not a quantum computer )"

10th-paragraph says  -- No quantum computer used
"Current quantum computers are inherently noisy (= error-prone, useless ), raising questions about whether quantum machine learning advantages would persist on actual hardware. The researchers tested their model under simulated noise conditions equivalent to those found in near-term quantum processors."  ← "simulated" and "near-term" mean still a real quantum computers were Not used in this research.

Only a classical computer was used in fake quantum machine learning.

This research used only a classical computer, and No (error-prone) quantum computers were used, contrary to overhyped fake news.

↑ This research paper (= this-1st-paragraph-link ) ↓

p.2-Fig.1 shows  -- Classical computer needed
Almost all calculations of machine-learning must be conducted by a classical computer (= classical regime ), hence quantum computers alone are useless, can do nothing.

p.3-left-last used only 5 (impractical) qubits (= one qubit can take 0 or 1 value, so still Not a quantum computer )

p.7-left-3rd-paragraph says  -- Classical computer simulator
"Additionally, although this study was conducted on quantum simulators (= simulators are just classical computers ), the quantum circuits used are compatible with current NISQ hardware"

p.9-right-1st-paragraph says  -- No quantum computer used
"QKAR Model: All QML (= quantum machine learning ) experiments were conducted on a classical simulator (Qiskit Aer = classical computer ) running on local hardware. While real quantum hardware was Not used"

↑ So this overhyped quantum computer's machine-learning or AI was just classical computer's simulation,  No real quantum computers (= too error-prone ) were used in this research, so No quantum advantage.

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