Material for “Introduction to NIFTy6”
Link list
NIFTy repository
.
Wiener filter with many explanations:
getting_started_0.ipynb
.
Maximum-a-posterior with Poissonian likelihood:
getting_started_2.py
.
Metric Gaussian Variational Inference (
MGVI
) vs. Maximum-a-posterior (MAP):
mgvi_visualized.py
.
MGVI with power spectrum inference and Gaussian Likelihood:
getting_started_3.py
.
MGVI with separable correlation structure:
getting_started_5_mf.py
.
NIFTy documentation
.
Some applications
Dust reconstruction by
Reimar Leike et al.
(
YouTube video
,
arXiv:2004.06732
).
M87* reconstruction by
Philipp Arras et al.
(
data archive
,
direct link to reconstruction
,
arXiv:2002.05218
).
The Galactic Faraday depth sky revisited by
Sebastian Hutschenreuter, Torsten Enßlin
(
arXiv
).
Bayesian Reasoning with Deep-Learned Knowledge by
Jakob Knollmüller, Torsten Enßlin
(
arXiv:2001.11031
).
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