Posted by RMTboy •
Hi @Riyaz it seems there are multiple ways to download the datasets now, look at https://aqora.io/datasets/aqora/maximal-independent-set the whole interface has been refreshed, really cool!
Posted by RMTboy •
Yes! you can apply QML to classical tabular datasets (features → target class). The usual workflow is: reduce dimensionality (PCA or feature selection), encode data into qubits (angle encoding is the simplest), and try either a Variational Quantum Classifier (VQC) or a Quantum Kernel model (QSVM). These models behave like standard classifiers but use a quantum circuit as their internal representation.
What QML cannot do is “quantum-error-correct the dataset”: quantum error correction deals with hardware noise, not classical data. If you run your model on a real quantum device, you may use Quantum Error Mitigation (QEM) to correct measurement noise, but this is separate from the dataset itself.
If you want to explore QML hands-on, Aqora provides several competitions with ready-to-use QML notebooks on classical datasets—great templates for adapting to your own data:
Quantum Federated Learning for Fraud Detection
QNNs for Stock Trend Prediction
Bigram-Based Language Identification
Data-Driven QEM Challenge
All competitions are available here: https://aqora.io/competitions.
You can simply swap in your dataset and benchmark QML models immediately.
Posted by RMTboy •
That’s a great goal — I love that you’re already thinking about research at your age.
What part of quantum computing draws you in most — the physics, the algorithms, or the coding side?
Have you tried reaching out to any professors or labs yet? Sometimes one good mentor changes everything.
And what’s something small you ’d love to figure out for yourself — even if it’s just running a simple quantum circuit or reproducing someone’s result? That’s usually where the first paper begins.
What part of quantum computing draws you in most — the physics, the algorithms, or the coding side?
Have you tried reaching out to any professors or labs yet? Sometimes one good mentor changes everything.
And what’s something small you ’d love to figure out for yourself — even if it’s just running a simple quantum circuit or reproducing someone’s result? That’s usually where the first paper begins.
Posted by RMTboy •
it might be simpler to ask your question here https://aqora.io/events/quantum-industry-challenge-2025/discussions
Posted by RMTboy •
Hi there, Aqora is primarily focused on quantum computing and its applications. Your research topic, involving integrated laser-MHD systems and photophoresis, sounds fascinating but appears to be more oriented toward aerospace propulsion and multiphysics than quantum computing.
However, if your project involves a quantum computing angle—such as optimizing complex multiphysics simulations using quantum algorithms or leveraging quantum computing for modeling particle interactions—the community could assist you further!
