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)

AutoML

AutoML

If you were a machine learning researcher or data scientist ten years ago, you might have spent a lot of time implementing individual algorithms like decision trees and neural networks by hand. If you...

30 Apr 201815min

CPUs, GPUs, TPUs: Hardware for Deep Learning

CPUs, GPUs, TPUs: Hardware for Deep Learning

A huge part of the ascent of deep learning in the last few years is related to advances in computer hardware that makes it possible to do the computational heavy lifting required to build models with ...

23 Apr 201812min

A Technical Introduction to Capsule Networks

A Technical Introduction to Capsule Networks

Last episode we talked conceptually about capsule networks, the latest and greatest computer vision innovation to come out of Geoff Hinton's lab. This week we're getting a little more into the technic...

16 Apr 201831min

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

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