How do you understand something as complex and invisible as a quantum state? You visualize it — and better yet, you enhance it with machine learning.

Welcome to qdot_visualizer_ml, a project I built to simulate and visualize quantum states in an interactive, intuitive way — powered by Python and enriched with ML.

🧠 What Is It?

qdot_visualizer_ml is an interactive quantum state visualizer that models quantum behavior (like qubit states and superposition) and applies machine learning to predict and visualize the evolution of these states.

It's like putting quantum logic under a microscope 🧬 — but with colors, plots, and live feedback.

🔍 Key Features

🌌 Visual Quantum States – Real-time plotting of Bloch spheres and quantum dot states.
🤖 ML-Augmented Analysis – Uses trained ML models to predict quantum state transitions.
🎛️ Interactive Controls – Adjust qubit parameters and instantly see the effect.
🧪 Educational Tool – Great for beginners wanting to "see" how quantum behaves.

⚙️ Tech Stack

Language: Python
Libraries: matplotlib, numpy, sklearn, qiskit, custom ML models
Category: Data Visualization + Quantum Simulation

🧪 How It Works

You input or simulate quantum states (superpositions, entangled qubits).
These states are run through basic transformations (like Hadamard or Pauli gates).
ML models (e.g., regressors or classifiers) predict how states may evolve or stabilize.
Results are visualized in an intuitive way — no heavy math needed.

🧠 Why I Built This

As someone deeply curious about both quantum mechanics and machine learning, I wanted to create a tool that makes abstract quantum ideas more tangible and visual — and ML made that even more insightful.

This project helped me:

Learn how to visualize quantum behavior.
Use ML not just for predictions but for interpreting physical simulations.
Build a beginner-friendly educational resource.

🚀 GitHub Repo

🔗 qdot_visualizer_ml

Your stars, forks, and feedback are always welcome!

🤝 Let’s Connect

If you’re passionate about quantum, ML, or building cool tech, I’d love to connect!

🐙 GitHub: Aarti-panchal01
💼 LinkedIn: aarti-panchal
📧 Email: aartipanchal539@gmail.com

Thanks for reading and visualizing quantum magic with me! 🧲✨

Quantum Dot Visualizer with ML