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(309)

A Conceptual Introduction to Capsule Networks

A Conceptual Introduction to Capsule Networks

Convolutional nets are great for image classification... if this were 2016. But it's 2018 and Canada's greatest neural networker Geoff Hinton has some new ideas, namely capsule networks. Capsule nets ...

9 Apr 201814min

Convolutional Neural Nets

Convolutional Neural Nets

If you've done image recognition or computer vision tasks with a neural network, you've probably used a convolutional neural net. This episode is all about the architecture and implementation details ...

2 Apr 201821min

Google Flu Trends

Google Flu Trends

It's been a nasty flu season this year. So we were remembering a story from a few years back (but not covered yet on this podcast) about when Google tried to predict flu outbreaks faster than the Cent...

26 Mar 201812min

How to pick projects for a professional data science team

How to pick projects for a professional data science team

This week's episodes is for data scientists, sure, but also for data science managers and executives at companies with data science teams. These folks all think very differently about the same questio...

19 Mar 201831min

Autoencoders

Autoencoders

Autoencoders are neural nets that are optimized for creating outputs that... look like the inputs to the network. Turns out this is a not-too-shabby way to do unsupervised machine learning with neural...

12 Mar 201812min

When Private Data Isn't Private Anymore

When Private Data Isn't Private Anymore

After all the back-patting around making data science datasets and code more openly available, we figured it was time to also dump a bucket of cold water on everyone's heads and talk about the things ...

5 Mar 201826min

What makes a machine learning algorithm "superhuman"?

What makes a machine learning algorithm "superhuman"?

A few weeks ago, we podcasted about a neural network that was being touted as "better than doctors" in diagnosing pneumonia from chest x-rays, and how the underlying dataset used to train the algorith...

26 Feb 201834min

Open Data and Open Science

Open Data and Open Science

One interesting trend we've noted recently is the proliferation of papers, articles and blog posts about data science that don't just tell the result--they include data and code that allow anyone to r...

19 Feb 201816min

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