Quantum Kernels Courses & Tutorials

Courses

PennyLane

PennyLane Quantum Machine Learning Demos

Xanadu / Community

Xanadu's collection of hundreds of interactive PennyLane tutorials, including 50+ quantum machine learning demos covering VQE, QAOA, quantum kernels, quantum neural networks, and more.

Self-paced intermediate

Free Enroll
Xanadu

QHack 2024: Quantum Computing Hackathon and Coding Challenges

Annual quantum hackathon run by Xanadu, the team behind PennyLane, with coding challenges covering PennyLane, hybrid algorithms, and quantum kernels. Talk recordings and challenge write-ups remain available online after each event.

Self-paced intermediate

Free Enroll
IBM Quantum

Quantum Machine Learning with IBM Quantum (openHPI)

Dr. Christa Zoufal, Julien Gacon, Dr. David Sutter (IBM Quantum)

Free openHPI course, with IBM Quantum Research, on quantum machine learning: variational classifiers, quantum kernels, and QGANs, in Qiskit.

2 weeks, self-paced advanced

Free Enroll

Free Tutorials

- intermediate
- 30 min read
Quantum Kernels and Support Vector Machines with PennyLane

Learn how to build quantum kernel functions with PennyLane, use them with scikit-learn's SVM, and understand when quantum kernels might offer an advantage over classical kernels, with a full working classification example.
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