Quantum Networks Courses and Certifications

Institute for Advanced Study

Quantum Circuits, Cellular Automata and Tensor Networks - Ignacio Cirac

Explore quantum circuits, cellular automata, and tensor networks, focusing on their representations, entanglement properties, and generalizations to quantum channels and measurement-assisted dynamics.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

APS Physics

Bridging Deep Learning and Many-Body Quantum Physics via Tensor Networks

Explore connections between deep learning and quantum physics through tensor networks, examining architectures, entanglement measures, and information flow in neural networks.

• YouTube
• 24 minutes
• Self-Paced
• Conference Talk

NPTEL-NOC IITM

Quantum Generative Adversarial Networks (QGANs) - Lecture 22

Explore quantum generative adversarial networks (QGANs), from theoretical foundations to practical implementations and simulations.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

Qiskit

Quantum Backpropagation and Information Reuse in Neural Networks

Delve into quantum backpropagation's role in neural network training, exploring how shadow tomography challenges conventional wisdom about quantum information reuse and measurement collapse.

• YouTube
• 56 minutes
• Self-Paced
• Free Video

Kavli Institute for Theoretical Physics

Distributed Quantum Sensing with Entangled Sensor Networks - Quntao Zhuang

Explore distributed quantum sensing using entangled sensor networks. Learn about recent advances in integrable models, quantum systems, and their applications in physics and string theory.

• YouTube
• 35 minutes
• Self-Paced
• Free Video

Kavli Institute for Theoretical Physics

Qubit-Efficient Simulation with Quantum Tensor Networks - Drew Potter

Explores qubit-efficient simulation using quantum tensor networks, discussing recent advances in integrable models across mathematical physics, condensed-matter physics, and string theory.

• YouTube
• 44 minutes
• Self-Paced
• Free Video

DefCamp

Saving the Post-Quantum World with Neural Networks

Explore neural networks' role in post-quantum cryptography and cybersecurity. Learn about cutting-edge research and applications in this emerging field of information security.

• YouTube
• 48 minutes
• Self-Paced
• Free Video

Fields Institute

Tensor Networks with Flexible Geometry for Quantum Simulation

Explore innovative tensor network approaches with adaptable geometries, enhancing quantum simulation capabilities for advanced computational research.

• YouTube
• 30 minutes
• Self-Paced
• Free Video

Simons Institute

Graph Neural Networks for Classical and Quantum Channel Coding

Explore GNN-based architecture for channel decoding, offering scalability and improved performance. Learn about its application to quantum LDPC codes and integration with belief propagation.

• YouTube
• 34 minutes
• Self-Paced
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Learning of Neural Networks with Quantum Computers and Learning of Quantum States with Graphical Models

Explores quantum algorithms for neural network learning and quantum state learning using graphical models, showcasing advancements in computational efficiency and sample complexity for specific quantum states.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Synergy Between Quantum Circuits and Tensor Networks - IPAM at UCLA

Explore synergies between parametrized quantum circuits and tensor networks, addressing optimization challenges and enhancing performance in quantum computing applications.

• YouTube
• 47 minutes
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

Quantum Sensor Networks - Lectures 1 and 2

Explore quantum sensor networks, their applications, and potential for advancing precision measurements and quantum metrology in this comprehensive lecture series.

• YouTube
• 1 hour 33 minutes
• Self-Paced
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

News on Tensor Networks for Machine Learning and Quantum Computing Simulation

Explore recent advancements in tensor networks for enhancing machine learning and simulating quantum processors, covering deep neural networks, convolutional networks, and large language models.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

Quantum Sensor Networks - Lecture 1

Explore quantum sensor networks in this lecture, covering theory, applications, and advancements in precision measurements using quantum resources like entanglement and superposition.

• YouTube
• 2 hours 4 minutes
• Self-Paced
• Free Video

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Renormalization Group and Quantum Error Correction in Continuum Networks

Explore renormalization group and quantum error correction in tensor network models, deriving exact equations for wave functional scale dependence and discussing continuum network structures.

• YouTube
• 45 minutes
• Self-Paced
• Free Video