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)

Predictive Models on Random Data

Predictive Models on Random Data

This week is an insightful discussion with Claudia Perlich about some situations in machine learning where models can be built, perhaps by well-intentioned practitioners, to appear to be highly predic...

22 Jul 201636min

[MINI] Receiver Operating Characteristic (ROC) Curve

[MINI] Receiver Operating Characteristic (ROC) Curve

An ROC curve is a plot that compares the trade off of true positives and false positives of a binary classifier under different thresholds. The area under the curve (AUC) is useful in determining how ...

15 Jul 201611min

Multiple Comparisons and Conversion Optimization

Multiple Comparisons and Conversion Optimization

I'm joined by Chris Stucchio this week to discuss how deliberate or uninformed statistical practitioners can derive spurious and arbitrary results via multiple comparisons. We discuss p-hacking and a ...

8 Jul 201630min

[MINI] Leakage

[MINI] Leakage

If you'd like to make a good prediction, your best bet is to invent a time machine, visit the future, observe the value, and return to the past. For those without access to time travel technology, we ...

1 Jul 201612min

Predictive Policing

Predictive Policing

Kristian Lum (@KLdivergence) joins me this week to discuss her work at @hrdag on predictive policing. We also discuss Multiple Systems Estimation, a technique for inferring statistical information abo...

24 Jun 201636min

[MINI] The CAP Theorem

[MINI] The CAP Theorem

Distributed computing cannot guarantee consistency, accuracy, and partition tolerance. Most system architects need to think carefully about how they should appropriately balance the needs of their app...

17 Jun 201610min

Detecting Terrorists with Facial Recognition?

Detecting Terrorists with Facial Recognition?

A startup is claiming that they can detect terrorists purely through facial recognition. In this solo episode, Kyle explores the plausibility of these claims.

10 Jun 201633min

[MINI] Goodhart's Law

[MINI] Goodhart's Law

Goodhart's law states that "When a measure becomes a target, it ceases to be a good measure". In this mini-episode we discuss how this affects SEO, call centers, and Scrum.

3 Jun 201610min

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