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Comment · 3 years ago
Unless you are strictly talking about predictive modeling, I would disagree with this. PCA just tries to represent N-dimensional observations in a k < N dimensional subspace (for a given k) such that it captures the most variation. This does not mean that any obtained component loadings refer to anything real or meaningful.
Comment · 3 years ago
Comment · 4 years ago
Haha, we used to call it Wikipedia Racing.
Comment · 4 years ago
I never claimed that everyone wants to claim AI for themselves.

Artificial intelligence is ofcourse a scientific field on it's own right, even before machine learning was a thing. I'm just saying that AI scientists have used concepts from statistics to create an approach to AI called machine learning. I'm not saying that ML is a subset of statistics, mind you, but the statistical underpinnings of it definitely are. ML is not _just_ statistics too.

Moreover, why would statisticians be pissed about the efficacy of a model?

Firstly, many problems/questions that I work on are not concerned with prediction.

Secondly, even if I did, I would love to use DNNs. It's just that I never have a use for it considering I'm only looking at tabular data. Why bother with DNNs when, say, a random forest will do?

Comment · 4 years ago
The subject matter in the book is more general than focussing on a specific models; the book is about the statistical underpinnings of ML as a whole.
Comment · 4 years ago
In my opinion (MSc math, PhD in applied statistics, currently postdoc at epidemiology department), the fundamentals are books like The Elements of Statistical Learning: https://hastie.su.domains/Papers/ESLII.pdf

I feel like the term data science is completely useless. Machine learning is an approach to "do AI" through statistics. Specifically, it is a branch of statistics where the sole focus is on prediction, compared to e.g. inference.

Comment · 4 years ago
I hear the complaint that R is a terrible language mainly from professional programmers.

I'm sure it is poorly designed from a computer science perspective, but there is no programming language out there which makes it so easy to run any model under the sun as does R.

Comment · 8 years ago
I feel somewhat embarassed to talk about this, but does anyone else feel a sense of dread and depression when reading news like this? I can't seem to shake it and it's quite strongly affecting my worldview.

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