​​​🕘​ Meeting notes: Machine Learning WG

​​August 3

​​​@Jeff S​ ​@Sebastian A​ ​@David G​ @Laique @LukeGregor ​@Noah B​
​​
  • ​​AMS Annual is virtual. Abstract Deadline August 24, AI conference. Relevant sessions:
  • ​​aI for climate applications
  • ​​blending ai with wx and climate models
  • ​​open datasets for ai research and applications
  • ​​python frameworks for reproducible communicable 
  • ​​using hpc to accelerate ML
  • ​​How to make pangeo work better for ML?
  • ​​need example 
  • ​​Tutorials through pangeo gallery, binderhubs
  • ​​job submission
  • ​​kubectl apply​ jobs
  • ​​AWS Batch
  • ​​Google AI Jobs
  • ​​Genomics Pipeline thing
  • ​​social engineering, get google / aws to install xarray and zarr into their ML images
  • ​​connect to sagemaker?
  • ​​Instructions on how to use their cloud provider's ML resources
  • ​​Easily spin up / down GPUs to minimize costs
  • ​​Need more comments on workflow/infrastructure examples:
  • ​​Put out survey to see what the community wants / what they are using / what do they want to use?
  • ​​any workshops teach cloud authentication?
  • ​​qwiklabs
  • ​​Data-prepocessing…
  • ​​Survey? Google Forms
  • ​​Focus: the hard (non-scientifically interesting) stuff

​​July 6

​​​@Noah B​ 
​​​@Jeff S​ 
​​​@Sebastian A​ 
​​​@Joe H​ 
​​@Laique Merlin Djeutchouang Univ Cape Town, Ocean + ML
​​

​​Agenda

  • ​​Summer school.
  • ​​huge live stream turnout (1000s!)
  • ​​Hackathon (300 participants, groups of 5)
  • ​​challenge problems
  • ​​jupyter notebook
  • ​​Google collab + AWS Jupyterhub