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Model Mis-specification and Inverse Reinforcement Learning

8 years ago 19 min read
In my previous post, “Latent Variables and Model Mis-specification [https://jsteinhardt.wordpress.com/2017/01/10/latent-variables-and-model-mis-specification/] ”, I argued that while machine learning is good at optimizing accuracy on observed signals, it has
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Jacob Steinhardt
By: Jacob Steinhardt

Linear algebra fact

8 years ago 1 min read math
Here is interesting linear algebra fact: let $A$ be an $n \times n$ matrix and $u$ be a vector such that $u^{\top}A = \lambda u^{\top}$. Then for any matrix $B$, $u^
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Jacob Steinhardt
By: Jacob Steinhardt

Prékopa–Leindler inequality

8 years ago 1 min read math
Consider the following statements: 1. The shape with the largest volume enclosed by a given surface area is the $n$-dimensional sphere. 2. A marginal or sum of log-concave distributions is log-concave. 3.
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Jacob Steinhardt
By: Jacob Steinhardt

Latent Variables and Model Mis-specification

8 years ago 10 min read
Machine learning is very good at optimizing predictions to match an observed signal --- for instance, given a dataset of input images and labels of the images (e.g. dog, cat, etc.), machine
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Jacob Steinhardt
By: Jacob Steinhardt

Individual Project Fund: Further Details

8 years ago 3 min read effective-altruism
In my post on where I plan to donate in 2016 [https://jsteinhardt.wordpress.com/2016/12/28/donations-for-2016/], I said that I would set aside \$2000 for funding promising projects that I
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Jacob Steinhardt
By: Jacob Steinhardt
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