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Signal reconstruction with Python

→ Europe/Berlin
E.0.11 (Max-Planck-Institut für Astrophysik)

E.0.11

Max-Planck-Institut für Astrophysik

Karl-Schwarzschildstr. 1, 85740 Garching
Torsten Enßlin (MPA, DZA & LMU)
Description

One week block-course with exercises and presentation.

Signal reconstruction from data will be trained via small programming projects of the students' own choices, followed by presentations of the achievements and experiences. Required are a basic knowledge of Python and a laptop with installations of Python3 as well as the used Python packages "numerical python" (NumPy), "scientific python" (SciPy), and "numerical information field theory" (NIFTy) in their latest announced versions. The number of participants is limited.

 

Currently, the provided schedule is preliminary. The final version will be as soon as possible.

NIFTy_Introduction.pdf
NIFTy.re - Introduction Notebooks
Organised by

Lena Tauber

Contact
Registration
Registration form
Register
  • Monday 31 August
    • 09:00 → 10:30
      Welcome, Bayes & Information Theory E.0.11

      E.0.11

      Max-Planck-Institut für Astrophysik

      Karl-Schwarzschildstr. 1, 85740 Garching
    • 10:30 → 11:00
      Break
    • 11:00 → 12:30
      NIFTy installation E.0.11

      E.0.11

      Max-Planck-Institut für Astrophysik

      Karl-Schwarzschildstr. 1, 85740 Garching
    • 12:30 → 13:30
      Lunch 1h
    • 13:30 → 14:30
      Generative modelling \& Variational Inference E.0.11

      E.0.11

      Max-Planck-Institut für Astrophysik

      Karl-Schwarzschildstr. 1, 85740 Garching
    • 14:30 → 15:00
      Break
    • 15:00 → 17:00
      Hands-on: Parametric regression E.0.11

      E.0.11

      Max-Planck-Institut für Astrophysik

      Karl-Schwarzschildstr. 1, 85740 Garching
    • 17:00 → 17:01
      End
  • Tuesday 1 September
    • 09:00 → 10:30
      Information Field Theory, Wiener filter, Power spectra, Inference basics E.0.11

      E.0.11

      Max-Planck-Institut für Astrophysik

      Karl-Schwarzschildstr. 1, 85740 Garching
    • 10:30 → 11:00
      Break
    • 11:00 → 12:30
      Hands-on: Gaussian processes and Wiener filter E.0.11

      E.0.11

      Max-Planck-Institut für Astrophysik

      Karl-Schwarzschildstr. 1, 85740 Garching
    • 12:30 → 13:30
      Lunch
    • 13:30 → 14:30
      Information Field Theory - nonlinear E.0.11

      E.0.11

      Max-Planck-Institut für Astrophysik

      Karl-Schwarzschildstr. 1, 85740 Garching
    • 14:30 → 15:00
      Break
    • 15:00 → 17:00
      Hands-on: Correlated field model E.0.11

      E.0.11

      Max-Planck-Institut für Astrophysik

      Karl-Schwarzschildstr. 1, 85740 Garching
    • 17:00 → 17:01
      End
  • Wednesday 2 September
    • 09:00 → 10:30
      Response, noise, PSF E.0.11

      E.0.11

      Max-Planck-Institut für Astrophysik

      Karl-Schwarzschildstr. 1, 85740 Garching
    • 10:30 → 11:00
      Break
    • 11:00 → 12:30
      Hands-on: Responses E.0.11

      E.0.11

      Max-Planck-Institut für Astrophysik

      Karl-Schwarzschildstr. 1, 85740 Garching
    • 12:30 → 13:30
      Lunch
    • 13:30 → 14:00
      Hands-on: Continuation Responses E.0.11

      E.0.11

      Max-Planck-Institut für Astrophysik

      Karl-Schwarzschildstr. 1, 85740 Garching
    • 14:00 → 15:00
      Log-normal Poisson E.0.11

      E.0.11

      Max-Planck-Institut für Astrophysik

      Karl-Schwarzschildstr. 1, 85740 Garching
    • 15:00 → 15:30
      Break
    • 15:30 → 16:30
      Hands-on: Log-normal Poisson E.0.11

      E.0.11

      Max-Planck-Institut für Astrophysik

      Karl-Schwarzschildstr. 1, 85740 Garching
    • 16:30 → 17:00
      Project pitch: X-ray bursts analysis E.0.11

      E.0.11

      Max-Planck-Institut für Astrophysik

      Karl-Schwarzschildstr. 1, 85740 Garching
    • 17:00 → 17:01
      End
  • Thursday 3 September
    • 09:00 → 10:30
      Sampling E.0.11

      E.0.11

      Max-Planck-Institut für Astrophysik

      Karl-Schwarzschildstr. 1, 85740 Garching
    • 10:30 → 11:00
      Break
    • 11:00 → 12:30
      NIFTy pitfalls E.0.11

      E.0.11

      Max-Planck-Institut für Astrophysik

      Karl-Schwarzschildstr. 1, 85740 Garching
    • 12:30 → 13:30
      Lunch
    • 13:30 → 14:00
      Project pitch: Radio interferometric imaging E.0.11

      E.0.11

      Max-Planck-Institut für Astrophysik

      Karl-Schwarzschildstr. 1, 85740 Garching
    • 14:00 → 14:30
      Project pitch: X-ray imaging E.0.11

      E.0.11

      Max-Planck-Institut für Astrophysik

      Karl-Schwarzschildstr. 1, 85740 Garching
    • 14:30 → 15:00
      Break
    • 15:00 → 17:00
      Hands-on: Project Work E.0.11

      E.0.11

      Max-Planck-Institut für Astrophysik

      Karl-Schwarzschildstr. 1, 85740 Garching
    • 17:00 → 17:01
      End
  • Friday 4 September
    • 09:00 → 12:30
      Hands-on: Project work E.0.11

      E.0.11

      Max-Planck-Institut für Astrophysik

      Karl-Schwarzschildstr. 1, 85740 Garching
    • 12:30 → 13:30
      Lunch
    • 13:30 → 16:00
      Hands-on: Presentation of results of some of the projects E.0.11

      E.0.11

      Max-Planck-Institut für Astrophysik

      Karl-Schwarzschildstr. 1, 85740 Garching
    • 16:00 → 16:01
      End