蒸馏的定义将预先训练好的复杂模型的 “知识” 转移到较为轻量的模型上的操作称为蒸馏。(这里的 “知识” 在以前被定义为网络的参数,而在文中作者将其定义为从输入到输出的映射。 Hard targets&Soft targetsHard targets 是指在分类问题中预测的最终目标通常是一个 on ...
几种经典的生成式对抗网络
GANGAN 简介生成式对抗网络 (Generative adversarial networks,GANs) 的核心思想源自于零和博弈,包括生成器和判别器两个部分。生成器接收随机变量并生成 “假” 样本,判别器则用于判断输入的样本是真实的还是合成的。两者通过相互对抗来获得彼此性能的提升。判别器 ...
1061 Dating
Sherlock Holmes received a note with some strange strings: Let's date! 3485djDkxh4hhGE 2984akDfkkkkggEdsb s&hgsfdk d&Hyscvnm. It took him only a minut ...
1027 Colors in Mars
People in Mars represent the colors in their computers in a similar way as the Earth people. That is, a color is represented by a 6-digit number, wher ...
1019 General Palindromic Number
A number that will be the same when it is written forwards or backwards is known as a Palindromic Number. For example, 1234321 is a palindromic number ...
1031 Hello World for U
Given any string of N (≥5) characters, you are asked to form the characters into the shape of U. For example, helloworld can be printed as: h de ll ...
1036 Boys vs Girls
This time you are asked to tell the difference between the lowest grade of all the male students and the highest grade of all the female students. Inp ...
1046 Shortest Distance
The task is really simple: given N exits on a highway which forms a simple cycle, you are supposed to tell the shortest distance between any pair of e ...
1042 Shuffling Machine
Shuffling is a procedure used to randomize a deck of playing cards. Because standard shuffling techniques are seen as weak, and in order to avoid “ins ...
1142 Maximal Clique
A clique is a subset of vertices of an undirected graph such that every two distinct vertices in the clique are adjacent. A maximal clique is a clique ...