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Madhav Mishra
Senior Scientist
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Quantum Machine Learning (QML) and AI
Quantum Machine Learning represents the next frontier in AI where the principles of quantum mechanics meet the power of data-driven learning. As quantum computing evolves from theoretical promise to practical reality, QML is emerging as a transformative technology poised to revolutionize information processing, optimization, and predictive modeling
At RISE, we explore and develop the next generation of intelligent algorithms that leverage quantum-enhanced computation to solve complex problems beyond the reach of classical systems. Our work bridges quantum algorithms, AI architectures, and applied data science, unlocking new possibilities for research, industry, and sustainability.
Our Expertise
- Quantum Algorithms for Machine Learning – Designing and analyzing quantum-native approaches for clustering, classification, regression, and generative modeling.
- Hybrid Quantum-Classical Architectures – Integrating quantum accelerators with conventional AI pipelines for performance, scalability, and adaptability.
- Quantum Optimization – QML is increasingly applied in optimization tasks, combining ideas from quantum computing and classical machine learning to create novel hybrid techniques. QML offers unique advantages over traditional optimization methods, such as improved exploration of complex solution spaces and faster convergence in high-dimensional problems.
- Processing Large and Heterogeneous Datasets – Developing quantum-inspired techniques that enable QML systems to efficiently process, represent, and learn from large-scale, complex, and diverse data sources.
- Simulation and Benchmarking – Exploring the capabilities and limits of QML using current quantum hardware and simulators.
- Applications in Science and Industry – Applying QML to a wide range of scientific and industrial challenges, including data analysis, optimization, simulation, and system modeling across diverse sectors such as energy, materials, healthcare, manufacturing, and digital transformation.
Vision
RISE aims to position itself at the forefront of Quantum AI research and innovation, fostering collaboration between academia, industry, and government to strengthen Sweden’s role in the quantum economy. By combining RISE’s expertise in AI, advanced computing, and data-driven innovation, we are building the foundations for a quantum-ready future one where Quantum Machine Learning provides powerful new methods to process large and heterogeneous datasets, solve complex optimization challenges, and enable smarter, faster, and more sustainable decision-making.