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(328)

Re-release: Word2Vec

Re-release: Word2Vec

Bringing you another old classic this week, as we gear up for 2019! See you next week with new content. Word2Vec is probably the go-to algorithm for vectorizing text data these days.  Which makes sen...

31 Des 201817min

Re - Release: The Cold Start Problem

Re - Release: The Cold Start Problem

We’re taking a break for the holidays, chilling with the dog and an eggnog (Katie) and the cat and some spiced cider (Ben). Here’s an episode from a while back for you to enjoy. See you again in 2019!...

23 Des 201815min

Convex (and non-convex) Optimization

Convex (and non-convex) Optimization

Convex optimization is one of the keys to data science, both because some problems straight-up call for optimization solutions and because popular algorithms like a gradient descent solution to ordina...

17 Des 201820min

The Normal Distribution and the Central Limit Theorem

The Normal Distribution and the Central Limit Theorem

When you think about it, it’s pretty amazing that we can draw conclusions about huge populations, even the whole world, based on datasets that are comparatively very small (a few thousand, or a few hu...

9 Des 201827min

Software 2.0

Software 2.0

Neural nets are a way you can model a system, sure, but if you take a step back, squint, and tilt your head, they can also be called… software? Not in the sense that they’re written in code, but in th...

2 Des 201817min

Limitations of Deep Nets for Computer Vision

Limitations of Deep Nets for Computer Vision

Deep neural nets have a deserved reputation as the best-in-breed solution for computer vision problems. But there are many aspects of human vision that we take for granted but where neural nets strugg...

18 Nov 201827min

Building Data Science Teams

Building Data Science Teams

At many places, data scientists don’t work solo anymore—it’s a team sport. But data science teams aren’t simply teams of data scientists working together. Instead, they’re usually cross-functional tea...

12 Nov 201825min

Optimized Optimized Web Crawling

Optimized Optimized Web Crawling

Last week’s episode, about methods for optimized web crawling logic, left off on a bit of a cliffhanger: the data scientists had found a solution to the problem, but it wasn’t something that the engin...

4 Nov 201819min

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