Linear Digressions

Linear Digressions

Linear Digressions is a podcast about machine learning and data science. Machine learning is being used to solve a ton of interesting problems, and to accomplish goals that were out of reach even a few short years ago. 896520

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Episoder(309)

Finding (and Studying) Wikipedia Trolls

Finding (and Studying) Wikipedia Trolls

You may be shocked to hear this, but sometimes, people on the internet can be mean.  For some of us this is just a minor annoyance, but if you're a maintainer or contributor of a large project like Wi...

13 Mar 201715min

A Sprint Through What's New in Neural Networks

A Sprint Through What's New in Neural Networks

Advances in neural networks are moving fast enough that, even though it seems like we talk about them all the time around here, it also always seems like we're barely keeping up.  So this week we have...

6 Mar 201716min

Stein's Paradox

Stein's Paradox

When you're estimating something about some object that's a member of a larger group of similar objects (say, the batting average of a baseball player, who belongs to a baseball team), how should you ...

27 Feb 201727min

Empirical Bayes

Empirical Bayes

Say you're looking to use some Bayesian methods to estimate parameters of a system. You've got the normalization figured out, and the likelihood, but the prior... what should you use for a prior? Em...

20 Feb 201718min

Endogenous Variables and Measuring Protest Effectiveness

Endogenous Variables and Measuring Protest Effectiveness

Have you been out protesting lately, or watching the protests, and wondered how much effect they might have on lawmakers? It's a tricky question to answer, since usually we need randomly distributed ...

13 Feb 201716min

Calibrated Models

Calibrated Models

Remember last week, when we were talking about how great the ROC curve is for evaluating models? How things change... This week, we're exploring calibrated risk models, because that's a kind of mode...

6 Feb 201714min

Rock the ROC Curve

Rock the ROC Curve

This week: everybody's favorite WWII-era classifier metric! But it's not just for winning wars, it's a fantastic go-to metric for all your classifier quality needs.

30 Jan 201715min

Ensemble Algorithms

Ensemble Algorithms

If one machine learning model is good, are two models better? In a lot of cases, the answer is yes. If you build many ok models, and then bring them all together and use them in combination to make ...

23 Jan 201713min

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