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2 changes: 1 addition & 1 deletion notebooks/cnn_data_sampler.ipynb
Original file line number Diff line number Diff line change
Expand Up @@ -24,7 +24,7 @@
" - Thus there shouldn't be too much misclassifications in the data that would cause problem\n",
"- User has the option to set buffer size for the known occurences, because one pixel locations are harder to locate for model than .\n",
"### TODO\n",
"- Current implementation creates images in order, known occurences first and non-occurences last. This makes suffling necessary at the model script, which complicates things. Suffling should be moved to this script\n",
"- Current implementation creates images in order, known occurences first and non-occurences last. This makes shuffling necessary at the model script, which complicates things. Shuffling should be moved to this script\n",
"- This sampling script should be integrated to the cnn scripts so that leave one out cross validation would be easy to do\n",
" - The leave one out method should be implented in a way that one feature is completely removed from the occurence data before any sampling is done, and then test data is creaed by sampling the left out feature alone\n",
" - without this it is hard to assess level of overfitting\n",
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