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For questions related to self-supervised learning (SSL), which typically refers to techniques that automatically generate the supervisory learning signal. SSL can be used for representation learning, so it can be useful for transfer learning too. Some people consider SSL a sub-field of unsupervised learning given that many (if not all) SSL techniques do not require a human to manually annotate the inputs.

1 vote

What is the difference between distant supervision and self-supervision?

The main difference between distant supervision (as described in the link you provided) and self-supervision lies on the task the network is trained on. Distant supervision focuses on generating weak …
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19 votes

What is self-supervised learning in machine learning?

Self-supervised learning is when you use some parts of the samples as labels for a task that requires a good degree of comprehension to be solved. I'll emphasize these two key points, before giving an …
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