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Add Crop Type Mapping tutorial #2449

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3dc8f5e
define cdl and s2 datamodules
burakekim Nov 29, 2024
890d9d5
Merge branch 'microsoft:main' into tutorial_be
burakekim Dec 5, 2024
5e3736e
debugging length none error
burakekim Dec 5, 2024
c9fc49b
markdowns
burakekim Dec 5, 2024
c2cb387
cdl to eurocrops
burakekim Dec 5, 2024
c15ff01
no spatiotemporal intersection error
burakekim Dec 5, 2024
857d45f
solve spatiotemporal error + new France S2 + plotting
burakekim Dec 6, 2024
786e997
vectordataset getitem taking forever
burakekim Dec 6, 2024
78c90fe
set up training
burakekim Dec 6, 2024
83098f2
add to index.rst and author info
burakekim Dec 6, 2024
d2ffb64
Merge branch 'main' into tutorial_be
burakekim Dec 6, 2024
068c731
handle Nones in get_label
burakekim Jan 3, 2025
1b18387
make ruff hapy
burakekim Jan 3, 2025
3590666
unit test for the win
burakekim Jan 3, 2025
a07e9e1
Merge branch 'main' into tutorial_be
burakekim Jan 3, 2025
427da4c
I might have messed up the index.rst
burakekim Jan 3, 2025
f3d26c9
solved the nodata and code-got-stuck errors
burakekim Jan 4, 2025
247aaa8
solved the nodata and code-got-stuck errors
burakekim Jan 4, 2025
c96043f
set up training -- train on WS, need GPU
burakekim Jan 4, 2025
44b2e8b
first complete draft and case_studies.rst addition
burakekim Jan 4, 2025
68f5b2c
Merge branch 'main' into tutorial_be
burakekim Jan 4, 2025
4464a88
revert index.rst?
burakekim Jan 4, 2025
cf2fdd3
revert index.rst for real?
burakekim Jan 4, 2025
33641de
index.rst spaces on a sunny day
burakekim Jan 4, 2025
1e54f03
ok this was the last one
burakekim Jan 4, 2025
b1f930b
some docstring
burakekim Jan 4, 2025
c50ba47
Update docs/tutorials/case_studies.rst
burakekim Jan 4, 2025
4593510
remove print statement
burakekim Jan 9, 2025
863aaa9
Merge branch 'main' into eurocrops_handlenones
burakekim Jan 9, 2025
a884c2b
rename to crop type mapping
burakekim Jan 11, 2025
2007429
Merge branch 'eurocrops_handlenones' into tutorial_be
burakekim Jan 11, 2025
d5038a2
top10 hcat classes for training
burakekim Jan 11, 2025
65fd5a1
Merge branch 'eurocrops_handlenones' into tutorial_be
burakekim Jan 11, 2025
15a921d
Merge branch 'main' into tutorial_be
burakekim Jan 11, 2025
83c0a75
10-class training
burakekim Jan 11, 2025
8f69037
use pretrained model
burakekim Jan 12, 2025
a4b6ae2
checking input shape for debugging
burakekim Jan 13, 2025
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3 changes: 2 additions & 1 deletion docs/tutorials/case_studies.rst
Original file line number Diff line number Diff line change
Expand Up @@ -4,11 +4,12 @@ Case Studies
The following case studies present end-to-end workflows for common use cases of geospatial machine learning:

* `Earth Surface Water <earth_surface_water.ipynb>`_: A workflow for mapping surface water, including lakes and rivers

* `Land Cover <land_cover.ipynb>` : An end-to-end workflow for mapping land cover using `VectorDataset` and Sentinel-2, includes data curation, training, evaluation, and inference
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Do you have a use case that is missing from this list? Please open a pull request to add tutorials for your own use cases.

.. toctree::
:hidden:
:maxdepth: 1

earth_surface_water
land_cover
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