Martijho-PathNet-search-plots

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(Training)
(Training)
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{|style="margin: 0 auto;"
{|style="margin: 0 auto;"
| [[File:Training_accuracy.png|300px|thumb|upright|alt=Training accuracy|Average training accuracy for each of the five search algorithms during the search for each task. The dotted line is the validation accuracy reached after the search was completed.]]
| [[File:Training_accuracy.png|300px|thumb|upright|alt=Training accuracy|Average training accuracy for each of the five search algorithms during the search for each task. The dotted line is the validation accuracy reached after the search was completed.]]
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| [[File:Training_value.png|thumb|300px|upright|alt=Training value|Number of training iterations in total for all modules in the PathNet plotted against the cumulative validation accuracy reached for all tasks.]]
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| [[File:Training_value.png|thumb|300px|upright|alt=Training value|Number of training iterations in total for all modules in the PathNet plotted against the cumulative validation accuracy reached for all tasks. The size of the circle corresponds to the amount of modules used.]]
| [[File:Used_training_ration.png|thumb|300px|upright|alt=Used Training ratio|FILLER]]
| [[File:Used_training_ration.png|thumb|300px|upright|alt=Used Training ratio|FILLER]]
|}
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Revision as of 17:44, 27 February 2018

Contents

Population Diversity

Population diversity is calculated by the home-made metric of average distance to centroid genotype within each generation, which yields the same results as a pairwise Hamming distance

Population diversity in recomb search
FILLER
Population diversity in low search
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Population diversity in high search
FILLER
Population diversity in low2high search
FILLER
Population diversity in high2low search
FILLER


Path size

Path size
FILLER
Layer size
FILLER


Capacity and Reuse

Capacity development during search
FILLER
Capacity vs accuracy
FILLER
Module reuse development during search
FILLER


Training

Training accuracy
Average training accuracy for each of the five search algorithms during the search for each task. The dotted line is the validation accuracy reached after the search was completed.
Training value
Number of training iterations in total for all modules in the PathNet plotted against the cumulative validation accuracy reached for all tasks. The size of the circle corresponds to the amount of modules used.
Used Training ratio
FILLER
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