Memory Consumption Modeling of Deep Learning Workloads

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  Overview
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  Revisions
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  We value your feedback

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  Introduction

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  Case-study application: 3D U-Net

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  Modeling methodology
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  Modeling workflow
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  Pandora – symbolic regression based modeling tool

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  Model evaluation
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  Experimental setup
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  Model validation
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  Comparative evaluation with ML regression methods

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  Conclusions

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  References

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  Appendix: Reproducibility