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(321)

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

How to evaluate a translation: BLEU scores

How to evaluate a translation: BLEU scores

As anyone who's encountered a badly translated text could tell you, not all translations are created equal. Some translations are smooth, fluent and sound like a poet wrote them; some are jerky, non-...

16 Jan 201717min

Zero Shot Translation

Zero Shot Translation

Take Google-size data, the flexibility of a neural net, and all (well, most) of the languages of the world, and what you end up with is a pile of surprises. This episode is about some interesting fea...

9 Jan 201725min

Google Neural Machine Translation

Google Neural Machine Translation

Recently, Google swapped out the backend for Google Translate, moving from a statistical phrase-based method to a recurrent neural network. This marks a big change in methodology: the tried-and-true ...

2 Jan 201718min

Data and the Future of Medicine : Interview with Precision Medicine Initiative researcher Matt Might

Data and the Future of Medicine : Interview with Precision Medicine Initiative researcher Matt Might

Today we are delighted to bring you an interview with Matt Might, computer scientist and medical researcher extraordinaire and architect of President Obama's Precision Medicine Initiative. As the Oba...

26 Des 201634min

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