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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Defining the quality of a machine learning production system

Defining the quality of a machine learning production system

Building a machine learning system and maintaining it in production are two very different things. Some folks over at Google wrote a paper that shares their thoughts around all the items you might wan...

12 Helmi 201820min

Auto-generating websites with deep learning

Auto-generating websites with deep learning

We've already talked about neural nets in some detail (links below), and in particular we've been blown away by the way that image recognition from convolutional neural nets can be fed into recurrent ...

4 Helmi 201819min

The Case for Learned Index Structures, Part 2: Hash Maps and Bloom Filters

The Case for Learned Index Structures, Part 2: Hash Maps and Bloom Filters

Last week we started the story of how you could use a machine learning model in place of a data structure, and this week we wrap up with an exploration of Bloom Filters and Hash Maps. Just like last w...

29 Tammi 201820min

The Case for Learned Index Structures, Part 1: B-Trees

The Case for Learned Index Structures, Part 1: B-Trees

Jeff Dean and his collaborators at Google are turning the machine learning world upside down (again) with a recent paper about how machine learning models can be used as surprisingly effective substit...

22 Tammi 201818min

Challenges with Using Machine Learning to Classify Chest X-Rays

Challenges with Using Machine Learning to Classify Chest X-Rays

Another installment in our "machine learning might not be a silver bullet for solving medical problems" series. This week, we have a high-profile blog post that has been making the rounds for the last...

15 Tammi 201818min

The Fourier Transform

The Fourier Transform

The Fourier transform is one of the handiest tools in signal processing for dealing with periodic time series data. Using a Fourier transform, you can break apart a complex periodic function into a bu...

8 Tammi 201815min

Statistics of Beer

Statistics of Beer

What better way to kick off a new year than with an episode on the statistics of brewing beer?

2 Tammi 201815min

Re - Release: Random Kanye

Re - Release: Random Kanye

We have a throwback episode for you today as we take the week off to enjoy the holidays. This week: what happens when you have a markov chain that generates mashup Kanye West lyrics with Bible verses?...

24 Joulu 20179min