Dr. Giuseppe Carleo

Professor

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Biography

Giuseppe Carleo is a computational quantum physicist with a primary focus on the development of advanced numerical algorithms to study challenging problems involving strongly interacting quantum systems. He is known for introducing machine learning techniques to investigate both equilibrium and dynamical properties, utilizing neural-network representations of quantum states with the time-dependent variational Monte Carlo method. He obtained his Ph.D. in Condensed Matter Theory from the International School for Advanced Studies (SISSA) in Italy in 2011. He has held postdoctoral positions at the Institut d'Optique in France and ETH Zurich in Switzerland, serving as a lecturer in computational quantum physics. In 2018, he joined the Flatiron Institute in New York City as a Research Scientist and project leader for an open-source project called NetKet. In September 2020, he became a professor at EPFL in Switzerland, where he leads the Computational Quantum Science Laboratory (CQSL).

Research Interests

Courses

Advanced Computational Physics Computational Quantum Physics Scientific Machine Learning Quantum Physics IV

Requirements for École Polytechnique Fédérale de Lausanne

Master Program
Requirements
GPA Requirement
Required:3.2
IELTS
Listening
Required:6.5
Reading
Required:6.5
Writing
Required:6.5
Speaking
Required:6.5
Overall
Required:7
TOEFL
Listening
Required:20
Reading
Required:20
Writing
Required:20
Speaking
Required:20
Total
Required:100
Prerequisites
Bachelor's degree in a related field Strong foundation in Calculus, Linear Algebra, and Probability Proficiency in programming (Python, Java, or C++)
Application Checklist
  • Curriculum Vitae
  • Copy of University Degree(s)
  • Official Transcripts
  • Statement of Purpose
  • Copy of Passport or Identity Card
  • Three Letters of Recommendation
  • Proof of English Proficiency
Specialization Notes

Standard requirements for Engineering and Basic Science Master's programs. Architecture requires an additional portfolio.