Submitted by Valachio t3_10ack6h in MachineLearning
TeamRocketsSecretary t1_j43moxu wrote
Reply to comment by suflaj in [D] Has ML become synonymous with AI? by Valachio
What? DL is very much considered a subset of ML which itself is a subset of AI
suflaj t1_j43urpb wrote
Sure, but it is not considered synonymous. When people say ML, they usually mean linear regression, bayesian optimization and gradient boosting, not necessarily artificial neural networks with backpropagation and some version of gradient descent.
Expert learning is also a subset of ML, yet they are not considered synonymous.
The same way we say ML is distinct from AI because it implies learning, we hold DL to be distinct from ML because these are not exactly statistical methods and it's mostly alchemy, and we hold expert systems as distinct from ML because it's just a fancy way of saying rule-based AI and it doesn't imply there's any learning involved.
One must realize that mathematical relations do not perfectly map onto human language and communication. Similarly to how a skirt is a part of a dress, yet we consider them different things, subsets of ML are not considered ML itself in language and communication.
TeamRocketsSecretary t1_j4499l0 wrote
You’re correct that they aren’t synonymous but your distinctions are worse tbh
sabertoothedhedgehog t1_j44kn6r wrote
Your statement is incorrect. When people (in the field) say ML they mean the whole toolbox of learning algorithms, incl. Deep Learning, trees & forests, kernel methods, etc.
suflaj t1_j45ogcz wrote
They really do not without further context.
sabertoothedhedgehog t1_j45w2d6 wrote
They really do. Just take any (somewhat reputable) book on ML.
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