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Meeting notes:
Machine Learning WG
Dec 2, 2019
Attendees
@
Noah B
Â
@
Ryan A
Â
@
Joe H
Â
@
Tom
7
@
Sebastian A
Â
Quick update:
Noah: AGU next week, presentations on ML for climate modeling on Thursday
Ryan:Â
Changes to data catalogs, turning off free egress
(requester
pays)
Still working on ML environment in the cloud
Tom: gcsfs now supports requester pays and fallback project auth.Â
Sebastian: new data scientist at UW, a bit of ML background, going to work on GPUs on the cloud
Joe
ML Cloud Environment
https://github.com/pangeo-data/pangeo-stacks/pull/83
https://github.com/pangeo-data/pangeo-cloud-federation/issues/425
Casper JupyterHub -
https://jupyterhub.ucar.edu/dav-dev
, GPUs on NCAR super computer in Jupyter
ML for met disaggregation: Looking into best practices with packaging trained ML models in a python api.
Tom pointed us to ONNX which looks promising.
https://github.com/onnx/keras-onnx
http://onnx.ai/sklearn-onnx/
Agenda
AGU
âML
for climate modelingâ session at 2:20PM on Thursday Dec 12, 13:40-15:40
Workflows and pipelines in k8s:
https://argoproj.github.io/argo/
https://www.kubeflow.org/
Would be cool to try dask-gateway on kubeflow
Action Item
Thank Martin Durant? about gcsfs
Nov 4, 2019
Attendees
@mention yourself and add others
@
Joe H
Joe Hamman
@
Noah B
 Noah Brenowitz
@Jbednar Jim Bednar
@
David G
 David Gagne
@
Stephan R
Â
Agenda
Benchmark datasets
(Stephan)
Potential funding opportunity
(Joe):
https://nspires.nasaprs.com/external/solicitations/summary.do?solId=%7b110CE76C-2B83-13FF-7E13-E0AB835DAA36%7d&path=&method=init
NCAR is hiring a ML scientist:
https://meet.google.com/linkredirect?authuser=1&dest=https%3A%2F%2Fucar.wd5.myworkdayjobs.com%2Fen-US%2FUCAR_Careers%2Fjob%2FMesa-Lab-Building%2FMachine-Learning-Scientist_REQ-2019-39-1
(maybe) Hydrologic model replacement efforts at USGS, Alabama, NCAR, etc.
(Joe
and/or Jeff)
11/4
Quick update
Stephan, weather benchmarks
benchmark of state to state simulation for weather forecasting
Please turn on JavaScript to use Paper in all of its awesomeness. ^_^
Dec 2, 2019
Attendees
Agenda
Action Item
Nov 4, 2019
Attendees
Agenda
11/4