Data Skeptic

Data Skeptic

The Data Skeptic Podcast features interviews and discussion of topics related to data science, statistics, machine learning, artificial intelligence and the like, all from the perspective of applying critical thinking and the scientific method to evaluate the veracity of claims and efficacy of approaches.

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Episoder(605)

Urban Congestion

Urban Congestion

Urban congestion effects every person living in a city of any reasonable size. Lewis Lehe joins us in this episode to share his work on downtown congestion pricing. We explore topics of how different ...

16 Sep 201635min

[MINI] Heteroskedasticity

[MINI] Heteroskedasticity

Heteroskedasticity is a term used to describe a relationship between two variables which has unequal variance over the range.  For example, the variance in the length of a cat's tail almost certainly ...

9 Sep 20168min

Music21

Music21

Our guest today is Michael Cuthbert, an associate professor of music at MIT and principal investigator of the Music21 project, which we focus our discussion on today. Music21 is a python library makin...

2 Sep 201634min

[MINI] Paxos

[MINI] Paxos

Paxos is a protocol for arriving a consensus in a distributed computing system which accounts for unreliability of the nodes.  We discuss how this might be used in the real world in the event of a mas...

26 Aug 201614min

Trusting Machine Learning Models with LIME

Trusting Machine Learning Models with LIME

Machine learning models are often criticized for being black boxes. If a human cannot determine why the model arrives at the decision it made, there's good cause for skepticism. Classic inspection app...

19 Aug 201635min

[MINI] ANOVA

[MINI] ANOVA

Analysis of variance is a method used to evaluate differences between the two or more groups.  It works by breaking down the total variance of the system into the between group variance and within gro...

12 Aug 201612min

Machine Learning on Images with Noisy Human-centric Labels

Machine Learning on Images with Noisy Human-centric Labels

When humans describe images, they have a reporting bias, in that the report only what they consider important. Thus, in addition to considering whether something is present in an image, one should con...

5 Aug 201623min

[MINI] Survival Analysis

[MINI] Survival Analysis

Survival analysis techniques are useful for studying the longevity of groups of elements or individuals, taking into account time considerations and right censorship. This episode explores how surviva...

29 Jul 201614min

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