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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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 Joulu 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 Joulu 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 Marras 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 Marras 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 Marras 201819min

Optimized Web Crawling

Optimized Web Crawling

Got a fun optimization problem for you this week! It’s a two-for-one: how do you optimize the web crawling logic of an operation like Google search so that the results are, on average, as up-to-date a...

28 Loka 201821min

Better Know a Distribution: The Poisson Distribution

Better Know a Distribution: The Poisson Distribution

The Poisson distribution is a probability distribution function used to for events that happen in time or space. It’s super handy because it’s pretty simple to use and is applicable for tons of things...

22 Loka 201831min

Searching for Datasets with Google

Searching for Datasets with Google

If you wanted to find a dataset of jokes, how would you do it? What about a dataset of podcast episodes? If your answer was “I’d try Google,” you might have been disappointed—Google is a great search ...

15 Loka 201819min