本文记录了完成《CMU 10-414/714Deep Learning System》配套 Assignments 的过程和对应笔记。共有 6 个 hw,循序渐进地从头实现了一个深度学习框架,并利用搭建 DL 中厂常见的网络模型,包括CNN、RNN、Transformer等。 实验环境为Ubuntu 24 @ WSL2。 由于官方自动评分系统目前不再接受非选课学生注册,因此本代码仅保证...
本文记录了《CMU 10-414/714 Deep Learning System》配套 Assignments 的完成过程和对应笔记，包括 6 个 hw，从头实现一个深度学习框架，并利用常见网络模型，包括 CNN、RNN、Transformer。实验环境为 Ubuntu 24 @ WSL2。所有代码上传至 cmu10-414-assignments: cmu10-414-assignments，如官网撤包，可通...
最近,我也跟着AI的热潮,开始学习一些深度学习的内容。目标是把CMU 10-414/714课程的大作业和讲义都刷一遍,涉及CNN、Transformer等各种经典和热门的深度学习模型和架构的算法与实现。这个课程一共有6个家庭作业(homework),从零开始实现一个完整的深度学习框架。具体来说: Homework 0:复习基础机器学习内容,包括线性模型...
https://www.zhouxin.space/notes/notes-on-cmu-10-414-deep-learning-system/www.zhouxin.space/notes/notes-on-cmu-10-414-deep-learning-system/ Lecture 1: Introduction and Logistics 课程的目标 本课程的目标是学习现代深度学习系统,了解包括自动微分、神经网络架构、优化以及GPU上的高效操作在内的技术...
CMU 10-414/714: 机器学习系统 Deep Learning Systems Asph0delus 1.1万 17 58:55:10 北大丘维声教授清华高等代数课程1080P高清修复版(全151集) 满楼-花 333.0万 9313 24:01:45 深入理解计算机系统 图宁完备 12.5万 165 10:22:17 Leetcode力扣 1-300题视频讲解合集|手画图解版+代码【持续更...
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1#include<iostream>2#include<fstream>//读入文件3#include<string>4#include <vector>5#include <iterator>//标准库函数begin(),end()6usingnamespacestd;789//学生类10classStudent11{12public:13Student()//构造函数14{1516}1718Student(stringszNum,stringszName,stringszSex)//对象初始化19{20m_szNum =...
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