Questions tagged [taxonomy]

For questions that ask for or involve a taxonomy of AI/ML topics.

3 questions
9
votes
1 answer

What are the different approaches used in Machine Learning?

There seem to be so many sub-fields, so I'm interested in getting a better understanding of the approaches. I'm looking for information on a single framework per answer, in order to allow for granularity without the overall answer getting too long.…
3
votes
1 answer

Why there are only three machine learning paradigms: supervised, unsupervised, reinforcement?

I read in books, blogs, and articles that there are three learning paradigms: supervised, unsupervised, and reinforcement. However, I have never found a proof that this list is exhaustive. Can it be proven that there cannot be other types of…
2
votes
1 answer

Is there a taxonomy of adversarial attacks?

I am a medical doctor working on methodological aspects of health-oriented ML. Reproducibility, replicability, generalisability are critical in this area. Among many questions, some are raised by adversarial attacks (AA). My question is to be…