Cover image of 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 f... Read more

Ranked #1

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Quantile Regression

Quantile Regression

Linear regression is a great tool if you want to make predictions about the mean value that an outcome will have given c... Read more

28 Jan 2019

21mins

Ranked #2

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Convolutional Neural Networks

Convolutional Neural Networks

This is a re-release of an episode that originally aired on April 1, 2018If you've done image recognition or computer vi... Read more

31 May 2020

21mins

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The Three Types of Data Scientists, and What They Actually Do

The Three Types of Data Scientists, and What They Actually Do

If you've been in data science for more than a year or two, chances are you've noticed changes in the field as it's grow... Read more

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Troubling Trends In Machine Learning Scholarship

Troubling Trends In Machine Learning Scholarship

There's a lot of great machine learning papers coming out every day--and, if we're being honest, some papers that are no... Read more

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Agile Development for Data Scientists, Part 1: The Good

Agile Development for Data Scientists, Part 1: The Good

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Bayesian Psychics

Bayesian Psychics

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The Fourier Transform

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The Fourier transform is one of the handiest tools in signal processing for dealing with periodic time series data. Usin... Read more

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The State of Data Science

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Yiddish Translation

Yiddish Translation

Imagine a language that is mostly spoken rather than written, contains many words in other languages, and has relatively... Read more

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Model Interpretation (and Trust Issues)

Model Interpretation (and Trust Issues)

Machine learning algorithms can be black boxes--inputs go in, outputs come out, and what happens in the middle is anybod... Read more

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Backpropagation

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Troll Detection

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Rock the ROC Curve

Rock the ROC Curve

This week: everybody's favorite WWII-era classifier metric! But it's not just for winning wars, it's a fantastic go-to ... Read more

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Protecting Individual-Level Census Data with Differential Privacy

Protecting Individual-Level Census Data with Differential Privacy

The power of finely-grained, individual-level data comes with a drawback: it compromises the privacy of potentially anyo... Read more

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A Sprint Through What's New in Neural Networks

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Inside a Data Analysis: Fraud Hunting at Enron

Inside a Data Analysis: Fraud Hunting at Enron

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Data Engineering

Data Engineering

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Advice to those trying to get a first job in data science

Advice to those trying to get a first job in data science

We often hear from folks wondering what advice we can give them as they search for their first job in data science. What... Read more

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Traffic Metering Algorithms

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Originally release June 2016This episode is for all you (us) traffic nerds--we're talking about the hidden structure und... Read more

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