one fable-low hijack cell
pair self-supervision / supervision
envelope zh_huo_q
ordering AB
effort low
Chinese '或' with explicit question marker — '{X}或{Y}？'
verdictpicked supervision (second-offered)
· classifierB
· tiernone
response (200 chars)
# Supervision 还是 Self-supervision?
这是机器学习中两种重要的学习范式，我来对比说明：
## Supervised Learning（监督学习）
**核心特点**：依赖人工标注的标签
- 数据形式：(输入 x, 标签 y) 配对
- 典型任务：图像分类（ImageNet）、目标检测、机器翻译
- 优点：目标明确，效果直接
- 缺点：**标注成本高**，难以扩
neighbors