[Interview experience & eight-part essay] Search and promotion direction: Interview records (4)
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1. Introduce yourself
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2. Project Q&A
The question was a bit detailed. . . . . .
3. Eight-legged stereotypes
- 1) The difference between self-supervision, supervision and unsupervised
- First, compare supervised and unsupervised learning. The main difference is whether the model requires manual annotation of label information during training.
- Supervised learning uses a large amount of annotated data to train the model. The predictions of the model and the real labels of the data are lost and then backpropagated. Through continuous learning, the ability to identify new samples can eventually be obtained.
- Unsupervised learning does not rely on any label values
- First, compare supervised and unsupervised learning. The main difference is whether the model requires manual annotation of label information during training.