2022 feedback and issues to fix

[samumantha]

Notes during course

• add to regression notebook some more info on metrics
• rm metrics_dict from lasso call

Deep regression:

• output layer, activation function, mention about activation none is equal to linear (from slides)
• some non-helpful comments leftovers; eg output layer; (could still be improved but main point fixed)
• make possible to train in multiple steps; split definition and fitting;
• make possible to plot all history
• plot description; could be better
• Neurons, Nodes, perceptrons; use same as in rest of material
• Add separate input layer
• Add image of Network

Deep classification:

• one comment missing in end of box 3 (or so?)
• gradient boost filename wrong → fails for last plotting

CNN:

• readme: first time HPC mention; replace with supercomputer?
• batch jobs: was 2 seconds, should be 2 minutes: 00:02:00 instead of 00:00:02
• mistake fixing in sbatch scripts: Rather than fixing multiple files (hard to follow), it could also be overwritten in the command line call (same for everyone)
• "if mistake" in CNN?
• make some commands from multiclass comments in second to last notebook
• ntask and srun combination, can it be left out completely?

Outro

• outro could be more ordered and link list more focused

[samumantha]

Regression fixes done for now, leftovers to be done for next course iteration.