Questions tagged [supervised-learning]
For questions related to supervised learning.
5
questions
38
votes
3answers
31k views
What is self-supervised learning in machine learning?
What is self-supervised learning in machine learning? How is it different from supervised learning?
5
votes
1answer
113 views
Can supervised learning be recast as reinforcement learning problem?
Let's assume that there is a sequence of pairs $(x_i, y_i), (x_{i+1}, y_{i+1}), \dots$ of observations and corresponding labels. Let's also assume that the $x$ is considered as independent variable ...
6
votes
2answers
330 views
What are 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 ...
1
vote
0answers
33 views
Does self-supervised learning require auxiliary tasks?
Self-supervised learning algorithms provide labels automatically. But, it is not clear what else is required for an algorithm to fall under the category "self-supervised":
Some say, self-...
1
vote
1answer
57 views
What is the difference between distant supervision and self-supervision?
Weak supervision is supervised learning, with uncertainty in the labeling, e.g. due to automatic labeling or because non-experts labelled the data [1].
Distant supervision [2, 3] is a type of weak ...
