SysML——CSE 599W: Systems for ML
Schedule
The schedule is tentative and can subject to change. We will have guest lectures and may accomodate the schedule accordingly.
| Date | |
|---|---|
| Mar 27th | Introduction to Deep Learning |
| Mar 29th | Lab: How to build image classifier |
| April 3th | Components Overview of Deep Learning System |
| April 5th | Backprop and Automatic Differentiation |
| April 10th | Hardware backends: GPU |
| April 12th | Optimize for hardware backends |
| April 17th | Domain specific language, TVM stack |
| April 19th | Hardware Specialization in Deep Learning |
| April 24th | Memory Optimization |
| April 26th | Parallel Scheduling |
| May 1st | No class, hacking on project proposal |
| May 3rd | No class |
| May 8th | Distributed Training and Communication Primitives |
| May 10th | Model Serving |
| May 15th | Low bit optimization, guest talk by Meghan Cowan |
| May 18th | Joint Guest Lecture with hardware 599: Eric Chung Location: CSE305 at 9:30am |
| May 22nd | Guest Lecture:Amar Phanishayee Location: Mueller Hall 153 |
| May 24th | Guest Lecture:Matthai Philipose Location: CSE305 |
| May 29th | Guest Lecture:Vinod Grover Location: Mueller Hall 153 |
| May 31st | Project presentation |

SysML——CSE 599W: Systems for ML的更多相关文章
- zz 机器学习系统或者SysML&DL笔记
机器学习系统或者SysML&DL笔记(一) Oldpan 2019年5月12日 0条评论 971次阅读 1人点赞 在使用过TVM.TensorRT等优秀的机器学习编译优化系统以及Py ...
- 机器学习系统或者SysML&DL笔记(一)
前言 在使用过TVM.TensorRT等优秀的机器学习编译优化系统以及Pytorch.Keras等深度学习框架后,总觉得有必要从理论上对这些系统进行一些分析,虽然说在实践中学习是最快最直接的(指哪儿打 ...
- SysML——AI-Sys Spring 2019
AI-Sys Syllabus Projects Grading AI-Sys Spring 2019 When: Mondays and Wednesdays from 9:30 to 11:00 ...
- 机器学习入门18 - 生产机器学习系统(Production ML Systems)
除了实现机器学习算法之外,机器学习还包含许多其他内容.生产环境机器学习系统包含大量组件.无需自行构建所有内容,而是应该尽可能重复使用常规机器学习系统组件.通过了解机器学习系统的一些范例及其要求,可以明 ...
- ML 基础知识
A computer program is said to learn from experience E with respect to some task T and some performan ...
- 读书笔记 (一) ———Fundamentals of Multiagent Systems with NetLogo Examples by Prof. Jose M Vidal
在网上发现Prof. Jose M Vidal用NetLogo仿真Multi-agent system的视频,随后下载他的著作Fundamentals of Multiagent Systems wi ...
- ML笔记_机器学习基石01
1 定义 机器学习 (Machine Learning):improving some performance measure with experience computed from data ...
- 机器学习系统设计(Building Machine Learning Systems with Python)- Willi Richert Luis Pedro Coelho
机器学习系统设计(Building Machine Learning Systems with Python)- Willi Richert Luis Pedro Coelho 总述 本书是 2014 ...
- [ML] I'm back for Machine Learning
Hi, Long time no see. Briefly, I plan to step into this new area, data analysis. In the past few yea ...
随机推荐
- erlang 资源
https://github.com/ninenines https://github.com/drobakowski https://github.com/dizzyd
- 【mysql报错】MySQL host is blocked because of many connection errors; 解决方法
MySQL host is blocked because of many connection errors; 报错 环境 操作系统:Linux 数据库:mysql5.7.27 错误提示 jHost ...
- redis命令之 ----List(列表)
BLPOP BRPOP BRPOPLPUSH LINDEX LINDEX key index 返回列表 key 中,下标为 index 的元素. 下标(index)参数 start 和 stop 都以 ...
- springboot学习源码
springbootTest 学习源码链接 启动前,需要创建数据库表,修改自己的链接配置 create database test01; use test01; CREATE TABLE catego ...
- c# 调用接口返回json
需要命名空间 using System.Net; using System.Net.Security using System.Security.Cryptography.X509Certificat ...
- C#开发自动照片(图片)裁剪(缩放)工具
1.需求分析 用winform窗体程序,开发一个能够自动.批量对图片进行缩放和裁剪的程序. 原本想直接从网上找类型的工具直接用,但是无奈现在网上能找到的工具,要么不能用,要么就是很 恶心的下载完后还有 ...
- 关于 L3 缓存行 cacheLIne 的研究!还是对程序有举足轻重的作用!
https://www.cnblogs.com/PurpleTide/archive/2010/11/25/1887506.html CLR via C# 读书笔记 2-3 Cache Lines a ...
- python高级语法1
1.解压序列赋值给多个变量 p = (4, 5, 6) x, y , z = p # x = 4, y = 5, z = 6 若可迭代对象超过变量个数,会抛出ValueError 用处:可以解压赋值任 ...
- 基于记忆性的中值滤波O(r)与O(1)复杂度的算法实现
本文参考博客:https://www.cnblogs.com/Imageshop/archive/2013/04/26/3045672.html 原生的中值滤波是基于排序算法的,这样的算法复杂度基本在 ...
- Visual Studio 2019尝鲜----新建空项目体验
等待一个中午的时间终于下载安装完成,vs版本Enterprise 2019 16.0.4 官方可直接下载安装引导程序: https://visualstudio.microsoft.com/zh- ...