Ranked #1
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
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
Ranked #3
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
9 Sep 2018
•
23mins
Ranked #4
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
6 Aug 2018
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29mins
Ranked #5
Agile Development for Data Scientists, Part 1: The Good
Agile Development for Data Scientists, Part 1: The Good
If you're a data scientist at a firm that does a lot of software building, chances are good that you've seen or heard en... Read more
19 Aug 2018
•
25mins
Ranked #6
Bayesian Psychics
Bayesian Psychics
Come get a little "out there" with us this week, as we use a meta-study of extrasensory perception (or ESP, often used i... Read more
18 Aug 2015
•
11mins
Ranked #7
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. Usin... Read more
8 Jan 2018
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15mins
Ranked #8
The State of Data Science
The State of Data Science
How many data scientists are there, where do they live, where do they work, what kind of tools do they use, and how do t... Read more
10 Nov 2015
•
15mins
Ranked #9
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
3 Aug 2015
•
12mins
Ranked #10
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
25 Apr 2016
•
16mins
Ranked #11
Backpropagation
Backpropagation
The reason that neural nets are taking over the world right now is because they can be efficiently trained with the back... Read more
29 Feb 2016
•
12mins
Ranked #12
Troll Detection
Troll Detection
Ever found yourself wasting time reading online comments from trolls? Of course you have; we've all been there (it's 4 ... Read more
7 Aug 2015
•
12mins
Ranked #13
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
30 Jan 2017
•
15mins
Ranked #14
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
18 May 2020
•
21mins
Ranked #15
Guinness
Guinness
Not to oversell it, but the student's t-test has got to have the most interesting history of any statistical test. Whic... Read more
7 Oct 2015
•
14mins
Ranked #16
A Sprint Through What's New in Neural Networks
A Sprint Through What's New in Neural Networks
Advances in neural networks are moving fast enough that, even though it seems like we talk about them all the time aroun... Read more
6 Mar 2017
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16mins
Ranked #17
Inside a Data Analysis: Fraud Hunting at Enron
Inside a Data Analysis: Fraud Hunting at Enron
It's storytime this week--the story, from beginning to end, of how Katie designed and built the main project for Udacity... Read more
16 May 2016
•
30mins
Ranked #18
Data Engineering
Data Engineering
If you’re a data scientist, you know how important it is to keep your data orderly, clean, moving smoothly between diffe... Read more
24 Sep 2018
•
16mins
Ranked #19
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
19 May 2019
•
17mins
Ranked #20
Traffic Metering Algorithms
Traffic Metering Algorithms
Originally release June 2016This episode is for all you (us) traffic nerds--we're talking about the hidden structure und... Read more
12 Jun 2017
•
18mins