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qiyanjun committed Mar 24, 2024
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5 changes: 4 additions & 1 deletion _AIselfPage/AIself-archive-grid.md
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Expand Up @@ -11,7 +11,7 @@ desc: 'a suite of deep learning tools with weak supervisions that we have develo

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This front adapts from our legacy website <a href="http://deeplearning4discrete.net/">deeplearning4discrete.net</a> and introduces a suite of
deep learning tools we have developed for improve predictors' generalization, especially when on structured
deep learning tools we have developed for improve predictors' generalization, especially when on discrete structured
data types like text, graph, or sets. Please feel free to email me when you find my typos.

</div>
Expand All @@ -22,6 +22,9 @@ desc: 'a suite of deep learning tools with weak supervisions that we have develo
Generalization refers to how a machine model adapts properly to new, previously unseen data.


![timeline]({{ site.baseurl }}pic/OOD-generalization.png){:class="img-responsive"}


## Background on Representation Learning and Deep Learning

The performance of machine learning algorithms is largely dependent on the
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