A single platform to learn quantum computing, simulate real circuits, and convert classical ML models into quantum-ready code — for students, developers, and researchers.
"Learn quantum computing visually, simulate circuits interactively, and turn classical AI workflows into quantum-ready experiments."
— QuantumPandit AI Product Vision
We don't claim every ML model converts directly. We analyse your code and generate a quantum-inspired, hybrid, or QML version where technically suitable.
| Classical Model | Quantum Approach | Framework |
|---|---|---|
| Logistic Regression | Variational Quantum Classifier (VQC) | PennyLane |
| SVM (RBF kernel) | Quantum Kernel Classifier (Q-SVM) | Qiskit ML |
| Neural Network | Hybrid Quantum-Classical Neural Net | PyTorch + PennyLane |
| Feature Extraction | Quantum Feature Map | Qiskit / Cirq |
| Combinatorial Opt. | QAOA | Qiskit / Braket |
| Clustering | Quantum-Inspired Clustering | PennyLane |
| Dimensionality Red. | Quantum Feature Encoding Experiment | PennyLane |
| Time-Series | Hybrid Encoding + Quantum Layer | PyTorch + Qiskit |
Qiskit
Circuit design, transpilation, IBM backend
PennyLane
Quantum ML, hybrid models, autodiff
Cirq
Circuit editing, optimization, Google simulation
Amazon Braket
Cloud quantum hardware & simulators
PyTorch
Hybrid quantum-classical neural networks
React + Three.js
Bloch sphere, wave & circuit visualization
Google Sycamore — quantum supremacy (53 qubits, 200 sec task)
IBM Eagle — first 127-qubit processor
IBM Osprey 433 qubits + Google error-rate milestone
Google Willow — quantum error correction breakthrough
QuantumPandit AI launches — bridging ML engineers to quantum
Fault-tolerant quantum advantage era begins (est.)
Up to 4× faster on combinatorial optimization via QAOA and VQE on IBM quantum backends.
Post-quantum cryptography (PQC) protocols and QKD protect sensitive data pipelines.
VQE simulates molecular Hamiltonians to predict drug-protein binding — classically intractable.
QAOA solves logistics and energy routing, reducing carbon emissions in large supply chains.
Quantum annealing finds optimal Markowitz portfolios exponentially faster than classical.
Quantum feature maps uncover patterns in high-dimensional data that classical NNs miss.
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6 interactive games that teach superposition, entanglement, circuits, and wave mechanics — no maths required. Kids earn real certificates!
Ages 5+
Flip a quantum coin that lives in superposition — observe it collapse when you peek! Learn measurement visually.
Ages 8+
Classic battleship but ships are in superposition! Use quantum gates to guess positions and learn entanglement.
Ages 10+
Drag Hadamard, CNOT & X gates onto a circuit board to solve puzzles and earn stars. Visual circuit building.
Ages 7+
Ride quantum waves! Adjust amplitude and frequency to match target patterns. Builds intuition for wave mechanics.
Quantum Starter
Complete first lesson
Superposition Pro
Win Coin Flip game
Circuit Builder
Build 5 circuits
Wave Rider
Complete Wave Surfer
Quiz Champion
100% on any quiz
Phase 1 Graduate
Earn first certificate
Structured knowledge from quantum fundamentals to cutting-edge research — with interactive labs, visual explanations, and AI-guided study paths.
Ask quantum questions by voice. Get answers in plain English with optional diagrams and code examples. Available 24/7.
Interactive graph connecting 500+ quantum papers, concepts, algorithms, and authors. Navigate the entire field visually.
Run Qiskit, PennyLane, and Cirq code directly in your browser. No setup needed — results in seconds.
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