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Table 1 Summary of comparisons between Qiskit and PennyLane. Qiskit is more concise when using quantum gates and circuits, whereas PennyLane offers greater clarity

From: Advantages of two quantum programming platforms in quantum computing and quantum chemistry

Comparison Point

Qiskit

PennyLane

Quantum Circuits

Treats circuits as objects combined using “compose.”

Uses “wires” for qubits, represented by functions

Gate Usage

More concise, e.g., “h” for the Hadamard gate

Clearer naming, e.g., Hadamard() for the Hadamard gate

Measurement Methods

Specifies the output during creation, offering more flexibility in design

Returns measurements via functions, such as probabilities and expected values

Environment setting

Often encounter version and dependency problems

Smoother with a few basic libraries

Tutorials

It may have a steeper learning curve for beginners

The gentler learning curve for those with some quantum knowledge

Visualization

Integrates with Jupyter, a beginner-friendly platform

Focused on quantum machine learning, not as intuitive as Qiskit

Real Devices

IBM superconducting computers open to users for free with a beginner-friendly GUI

Utilizes quantum computers from several providers and the resources of users

Case Study: Half Adder

More intuitive result representation

Uses PauliZ prediction, requires familiarity with PauliZ

Case Study: Machine Learning

Built-in functions, easy to implement

Detailed user-defined functions suitable for research

  1. Concerning the use of measurement and simulators, PennyLane emphasizes computation speed and precision. Regarding visualization, Qiskit easily enables the visualization of the current circuit via Jupyter. In contrast, PennyLane often requires assistance from Qiskit for visualization purposes