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(316)

Word2Vec

Word2Vec

Word2Vec is probably the go-to algorithm for vectorizing text data these days.  Which makes sense, because it is wicked cool.  Word2Vec has it all: neural networks, skip-grams and bag-of-words impleme...

1 Mai 201717min

Feature Processing for Text Analytics

Feature Processing for Text Analytics

It seems like every day there's more and more machine learning problems that involve learning on text data, but text itself makes for fairly lousy inputs to machine learning algorithms.  That's why th...

24 Apr 201717min

Education Analytics

Education Analytics

This week we'll hop into the rapidly developing industry around predictive analytics for education. For many of the students who eventually drop out, data science is showing that there might be early...

17 Apr 201721min

A Technical Deep Dive on Stanley, the First Self-Driving Car

A Technical Deep Dive on Stanley, the First Self-Driving Car

In our follow-up episode to last week's introduction to the first self-driving car, we will be doing a technical deep dive this week and talking about the most important systems for getting a car to d...

10 Apr 201740min

An Introduction to Stanley, the First Self-Driving Car

An Introduction to Stanley, the First Self-Driving Car

In October 2005, 23 cars lined up in the desert for a 140 mile race.  Not one of those cars had a driver.  This was the DARPA grand challenge to see if anyone could build an autonomous vehicle capable...

3 Apr 201713min

Feature Importance

Feature Importance

Figuring out what features actually matter in a model is harder to figure out than you might first guess.  When a human makes a decision, you can just ask them--why did you do that?  But with machine ...

27 Mar 201720min

Space Codes!

Space Codes!

It's hard to get information to and from Mars.  Mars is very far away, and expensive to get to, and the bandwidth for passing messages with Earth is not huge.  The messages you do pass have to travers...

20 Mar 201723min

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

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