Marinka Zitnik

Fusing bits and DNA

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Tutorial on Deep Learning for Network Biology at ISMB

We just presented a tutorial on Deep Learning for Network Biology at ISMB 2018 in Chicago, IL, USA. If you are interested in these topics and would like to learn more about graph neural networks and/or their biomedical applications but could not attend the tutorial because it was sold out, check out our tutorial website. All materials, including slides, network tools, examples, and code bases are available for download from the tutorial website.

In this tutorial, we cover the key conceptual foundations of representation learning, from approaches relying on network propagation to very recent advancements in deep representation learning for networks. In addition to a broad high-level overview, we spend a considerable amount of time describing the algorithmic and implementation aspects of recent advancements in deep representation learning and discussing many biomedical applications.