Backpropagation
英文原文文件:backpropagation.md
计算解释
分层神经网络中的 credit-assignment 机制。更深层网络能否训练起来,取决于数据、模型规模、内存与硬件的演进节奏。
支撑阅读卡
- Learning representations by back-propagating errors (1986,
pre_2012_cpu_statistical_foundations) - Gradient-based learning applied to document recognition (1998,
pre_2012_cpu_statistical_foundations) - A fast learning algorithm for deep belief nets (2006,
pre_2012_cpu_statistical_foundations) - Reducing the dimensionality of data with neural networks (2006,
pre_2012_cpu_statistical_foundations)
后续计算范式下过时或退居次要的内容
仅通过已链接的阅读卡追踪,不将本方法页视为独立证据来源。