摘要: https://rdipietro.github.io/friendly-intro-to-cross-entropy-loss/ 【将输入转化为输出:概率分布】 When we develop a model for probabilistic classification, we aim to 阅读全文
posted @ 2017-09-26 21:00 papering 阅读(223) 评论(0) 推荐(0)
摘要: https://en.wikipedia.org/wiki/Claude_Shannon In 1948, the promised memorandum appeared as "A Mathematical Theory of Communication," an article in two 阅读全文
posted @ 2017-09-26 19:48 papering 阅读(168) 评论(0) 推荐(0)
摘要: http://cs231n.github.io/linear-classify/ 阅读全文
posted @ 2017-09-26 19:23 papering 阅读(158) 评论(0) 推荐(0)
摘要: every row of W is a classifier for one of the classes As we saw above, every row of W is a classifier for one of the classes. The geometric interpreta 阅读全文
posted @ 2017-09-26 16:18 papering 阅读(207) 评论(0) 推荐(0)
摘要: The hinge loss is a convex function, so many of the usual convex optimizers used in machine learning can work with it. It is not differentiable, but h 阅读全文
posted @ 2017-09-26 15:42 papering 阅读(381) 评论(0) 推荐(0)
摘要: http://www1.inf.tu-dresden.de/~ds24/lehre/ml_ws_2013/ml_11_hinge.pdf Two extremes: • Big 𝐶 → the loss is more important → better recognition rate but 阅读全文
posted @ 2017-09-26 15:35 papering 阅读(279) 评论(0) 推荐(0)
摘要: 图灵的基本思想 图灵的基本思想是用机器来模拟人们用纸笔进行数学运算的过程,他把这样的过程看作下列两种简单的动作: 在纸上写上或擦除某个符号; 把注意力从纸的一处移动到另一处; 而在每个阶段,人要决定下一步的动作,依赖于(a)此人当前所关注的纸上某个位置的符号和(b)此人当前思维的状态。 在可计算性理 阅读全文
posted @ 2017-09-26 14:04 papering 阅读(864) 评论(0) 推荐(0)
摘要: crf 阅读全文
posted @ 2017-09-26 12:17 papering 阅读(122) 评论(0) 推荐(0)
摘要: http://mathworld.wolfram.com/FrobeniusNorm.html 阅读全文
posted @ 2017-09-26 10:49 papering 阅读(185) 评论(0) 推荐(0)
摘要: https://en.wikipedia.org/wiki/Norm_(mathematics) http://cs231n.github.io/classification/ 阅读全文
posted @ 2017-09-26 10:23 papering 阅读(246) 评论(0) 推荐(0)