From 147a19e84a743f1379f05bf2f444143b4afd7bd6 Mon Sep 17 00:00:00 2001 From: Yuchen Pei Date: Fri, 18 Jun 2021 12:58:44 +1000 Subject: Updated. --- site-from-md/blog.html | 62 ++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 62 insertions(+) create mode 100644 site-from-md/blog.html (limited to 'site-from-md/blog.html') diff --git a/site-from-md/blog.html b/site-from-md/blog.html new file mode 100644 index 0000000..e8ab9a1 --- /dev/null +++ b/site-from-md/blog.html @@ -0,0 +1,62 @@ + + + + + Yuchen's Blog + + + + + +
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Great but Manageable Expectations

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Posted on 2019-03-14

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This is Part 2 of a two-part blog post on differential privacy. Continuing from Part 1, I discuss the Rényi differential privacy, corresponding to the Rényi divergence, a study of the moment generating functions the divergence between probability measures to derive the tail bounds.

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A Tail of Two Densities

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Posted on 2019-03-13

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This is Part 1 of a two-part post where I give an introduction to differential privacy, which is a study of tail bounds of the divergence between probability measures, with the end goal of applying it to stochastic gradient descent.

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Raise your ELBO

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Posted on 2019-02-14

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In this post I give an introduction to variational inference, which is about maximising the evidence lower bound (ELBO).

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Discriminant analysis

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Posted on 2019-01-03

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In this post I talk about the theory and implementation of linear and quadratic discriminant analysis, classical methods in statistical learning.

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Shapley, LIME and SHAP

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Posted on 2018-12-02

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In this post I explain LIME (Ribeiro et. al. 2016), the Shapley values (Shapley, 1953) and the SHAP values (Strumbelj-Kononenko, 2014; Lundberg-Lee, 2017).

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older posts

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