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notebook or PDF writeup that describes your (1) topology, (2) cost | notebook or PDF writeup that describes your (1) topology, (2) cost | ||
function, (3) method of calculating accuracy, and (4) results with | function, (3) method of calculating accuracy, and (4) results with | ||
- | experimenting with regularization. | + | experimenting with regularization. You should also report on how much of the data you used. |
Your notebook / writeup should also include at an image that | Your notebook / writeup should also include at an image that | ||
shows the dense prediction produced by your network on the | shows the dense prediction produced by your network on the | ||
''pos_test_000072.png'' image. This is an image in the test set that | ''pos_test_000072.png'' image. This is an image in the test set that | ||
- | your network will not have seen before. This image, and the ground truth labeling, is shown at the right. | + | your network will not have seen before. This image, and the ground truth labeling, is shown at the right. (And is contained in the downloadable dataset below). |
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* 30% Proper design, creation and debugging of a dense prediction network | * 30% Proper design, creation and debugging of a dense prediction network | ||
* 30% Proper design of a loss function and test set accuracy measure | * 30% Proper design of a loss function and test set accuracy measure | ||
- | * 20% Proper experimentation with regularization | + | * 20% Proper experimentation with two different regularizers |
* 20% Tidy visualization of the output of your dense predictor | * 20% Tidy visualization of the output of your dense predictor | ||
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overfitting is a real possibility. | overfitting is a real possibility. | ||
- | [[http://liftothers.org/cancer_data.tar.gz|The data can be downloaded here.]] | + | [[http://liftothers.org/cancer_data.tar.gz|The data can be downloaded here.]] //Please note that this dataset is not publicly available, and should not be redistributed.// |
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+ | As in the previous lab, you are welcome to sub-sample the data if your computer is not powerful enough to fit it all in RAM. However, if you do, please clearly report how much data you used in your final report. | ||
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