Job submission scripts can be written in such a way as to make hyperparameter optimization easy.
I personally find it useful to loop over some set of configurations of hyperparameters within a Matlab/Python script, and also simultaneously dump those parameters into a spreadsheet. I then copy the cells from that spreadsheet into a Google Sheets spreadsheet, one run on each row. Later, I will record results in that Google Sheets spreadsheet too.
https://gist.github.com/dineshj1/7e38e6a68d6f7d81cc771ed77ce3d656
kitti227_submitjobs.m and kitti227_submitjobs.py are Matlab and Python job submission scripts that do similar things. Python does things a little more elegantly, using the Caffe python interface to automatically generate network prototxts (see layer_stack.py)
job_submission_script_example.m is just another job submission Matlab script, similar to kitti227_submitjobs.m.
I personally find it useful to loop over some set of configurations of hyperparameters within a Matlab/Python script, and also simultaneously dump those parameters into a spreadsheet. I then copy the cells from that spreadsheet into a Google Sheets spreadsheet, one run on each row. Later, I will record results in that Google Sheets spreadsheet too.
https://gist.github.com/dineshj1/7e38e6a68d6f7d81cc771ed77ce3d656
kitti227_submitjobs.m and kitti227_submitjobs.py are Matlab and Python job submission scripts that do similar things. Python does things a little more elegantly, using the Caffe python interface to automatically generate network prototxts (see layer_stack.py)
job_submission_script_example.m is just another job submission Matlab script, similar to kitti227_submitjobs.m.
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