Quantum Machine Learning with Qiskit and Cirq: A Comparative Study - NextGenBeing Quantum Machine Learning with Qiskit and Cirq: A Comparative Study - NextGenBeing
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Quantum Machine Learning with Qiskit and Cirq: A Comparative Study of Quantum k-Means and Quantum Support Vector Machines

Discover how quantum machine learning can enhance your workflows with Qiskit and Cirq, and learn from our experiments with quantum k-means and quantum support vector machines.

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NextGenBeing Founder

NextGenBeing Founder

Dec 12, 2025 3 views
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Introduction to Quantum Machine Learning

Last quarter, our team discovered that integrating quantum machine learning into our existing workflows wasn't as straightforward as we thought. We tried implementing quantum k-means and quantum support vector machines using Qiskit and Cirq, but the results were mixed. Here's what we learned from our experiments.

The Problem with Classical Machine Learning

Classical machine learning algorithms, such as k-means and support vector machines, are widely used in many applications. However, they can be computationally expensive and may not always provide optimal solutions. This is where quantum machine learning comes in - by leveraging the power of quantum computing, we can potentially solve complex problems more efficiently.

Quantum k-Means with Qiskit

We started by implementing quantum k-means using Qiskit. The idea is to use quantum circuits to speed up the clustering process.

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