Tutorial: Quantum Tensor Networks in Machine Learning and Signal Processing

Introduction to Quantum Computing and Tensor Networks Principles of Quantum Computing Fundamentals of Tensor Networks The intersection of Quantum Computing and Tensor Networks Foundations of Quantum Machine Learning Parametrized Quantum Circuits Data Encoding Quantum Neural Networks and Quantum Kernels Quantum Neural Networks Variational Quantum Circuits Quantum Convolutional Neural Network Quantum Long Short-Term Memory Quantum Reinforcement Learning Hybrid Quantum-Classical Machine Learning Architecture Training Quantum Machine Learning with Gradient Descent Tensor Networks for Quantum Machine Learning Fundamentals of Tensor Networks Tensor Networks as Quantum Machine Learning Models Learnability of Quantum Tensor Networks Hybrid Quantum Tensor Networks and Quantum Neural Networks Conclusion and Open Questions Prospects of Quantum Tensor Networks Conclusion Remarks