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Advanced statistical physics

This course covers non-equilibrium statistical processes and the treatment of fluctuation dissipation relations by Einstein, Boltzmann and Kubo. Moreover, the fundamentals of Markov processes, stochastic differential and Fokker Planck equations, mesoscopic master equation, etc will be treated in detail. Prior knowledge of statistical physics is highly recommended but not required.

What you'll learn

  • Formulate statistical processes mathematically
  • Solve the quantum master equation using QuTip in Python
  • Apply numerical simulation tools to non-equilibrium systems
  • Explore the quantum optical numerical Toolbox (MATLAB)
  • Visualize non-equilibrium processes numerically using Jupyter Notebooks
  • Elaborate modern examples from Literature of Non-Equilibrium Processes
  • Apply EMCEE Python package to Bayesian statistical data analysis

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Length 10 weeks
Effort 10 weeks, 3–5 hours per week
Starts On Demand (Start anytime)
Cost $149
From École polytechnique fédérale de Lausanne via edX
Instructor Tobias Kippenberg
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Language English
Subjects Science
Tags Physics

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Rating Not enough ratings
Length 10 weeks
Effort 10 weeks, 3–5 hours per week
Starts On Demand (Start anytime)
Cost $149
From École polytechnique fédérale de Lausanne via edX
Instructor Tobias Kippenberg
Download Videos On all desktop and mobile devices
Language English
Subjects Science
Tags Physics

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