informatics-lab ukrse_2022_mlops_walkthrough issues

informatics-lab / ukrse_2022_mlops_walkthrough

Material for UK RSE 2022 Conference Walkthrough on MLOps for RSEs

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include programmatic way to register models

#26 stevehadd opened 1 year ago
0
potentiall failure in eval notebook

#25 stevehadd opened 1 year ago
0
Review by HarveySouth

#24 HarveySouth closed 1 year ago
6
Add this resource to the RSE resources page

#23 stevehadd opened 2 years ago
0
how does DVC fit in to this workflow

#22 stevehadd opened 2 years ago
0
demo running ray cluster in a docker container(s)

#21 stevehadd opened 2 years ago
0
create demo of using github actions

#20 stevehadd opened 2 years ago
0
create proper demo of using omni XAI with our saved tensorflow models.

#19 stevehadd opened 2 years ago
0
Create a diagram of the generic machine learning pipeline

#18 stevehadd opened 2 years ago
0
Report issue to ML Flow

#17 stevehadd opened 2 years ago
0
Updated model dev HPT to save the model for each trial then register the best model

#16 stevehadd opened 2 years ago
0
Feedback from testing by Harvey

#15 stevehadd opened 2 years ago
13
create example of experiment tracking with ML Flow

#14 stevehadd closed 2 years ago
0
create example of hyperparameter tuning

#13 stevehadd closed 2 years ago
0
create example with ERA5 data

#12 stevehadd closed 2 years ago
1
creaate environments to support each notebook

#11 stevehadd closed 2 years ago
1
demonstrate model development pipeline

#10 stevehadd closed 2 years ago
1
write explanatory text for notebook 4 - model evaluation and reuse

#9 stevehadd closed 2 years ago
2
write explanatory text for notebook 3 - model development

#8 stevehadd closed 2 years ago
0
write explanatory text for notebook 2 - data prep and exploration

#7 stevehadd closed 2 years ago
0
update ukrse 2022 dataset on zenodo

#6 stevehadd opened 2 years ago
0
Create summary and next steps notebook

#5 stevehadd closed 2 years ago
0
demomstrate inference (notebook 4)

#4 stevehadd closed 2 years ago
0
demonstrate dashboards with holoviz

#3 stevehadd closed 2 years ago
0
move preprocessing into data prep notebook

#2 stevehadd closed 2 years ago
0
Write out intro in notebook 1

#1 stevehadd closed 2 years ago
0