TorchQuantum is a quantum computing framework built on PyTorch that enables researchers to design, simulate, and train quantum neural networks and parameterized quantum circuits. It provides a PyTorch-native API allowing users to leverage automatic differentiation and GPU acceleration for quantum ML research. The framework supports deployment on real quantum hardware and integrates with the Qiskit and PyTorch ecosystems.