About the Workshop

Numerical Linear Algebra in Quantum Computing and Machine Learning

Welcome to the official website of the Workshop. The aim of this event is to bring together leading experts, researchers, and enthusiasts to explore the intersection of cutting-edge Quantum Computing, Machine Learning and Methods of Advanced Scientific Computing.

As scientific computing evolves, the demand for efficient algorithms to solve complex numerical problems is greater than ever. This workshop aims to bridge the gap between classical numerical linear algebra techniques and the potential of Quantum Computing.

Over the course of this workshop, participants will explore:

• Quantum Algorithms: Their applications in linear algebra and numerical computations.
• Machine Learning, Neural Networks, and Deep Learning: Cutting-edge techniques integrated with numerical linear algebra and optimization.

The workshop (NLA-QCML) aims to advance the frontiers of computational science by uniting leading experts in traditional numerical methods, quantum computing, and machine learning. Through engaging discussions and collaborative exchanges, participants will explore the intersection of classical numerical techniques and quantum paradigms, revealing their combined potential to drive advancements in machine learning.

Attendees will gain a deeper understanding of the fundamentals of quantum computation and how quantum algorithms can revolutionize computational capabilities. Our experts will also address critical topics, including quantum error correction and post-quantum cryptography, ensuring a comprehensive understanding of the challenges and opportunities in this dynamic field. Additionally, the workshop will investigate large-scale machine learning algorithms, providing participants with practical insights to tackle computational challenges in big data environments. Special emphasis will be placed on pioneering applications in healthcare, particularly the role of artificial intelligence in medical imaging for precision medicine.

The workshop consists of structured discussion sessions and collaborative forums that foster meaningful knowledge exchange, enabling participants to explore quantum technologies through diverse perspectives.