图 书 馆
算法、数据、硬件和工具-完美风暴Algorithms, Data, Hardware and Tools - a Perfect Storm |
|
| 课程网址: | http://videolectures.net/kdd2018_liberty_smola_perfect_storm/ |
| 主讲教师: | Alex Smola |
| 开课单位: | 亚马逊 |
| 开课时间: | 2018-11-23 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | Over the past decade Deep Learning has revolutionized much of Data Mining and Artificial Intelligence. Several factors have contributed to this virtuous cycle, primarily the ready availability of data in the cloud and a shift in the hardware resources that can be used for computation, mostly away from memory intensive models to compute intensive ones. For instance, large amounts of image and video data are available thanks to cheap and ubiquitous sensors. Processing them is only possible with equally copious amounts of low-precision computation. At the same time, expressive machine learning frameworks have allowed statistical modelers to design complex models with ease and to deploy them at scale, thus increasing the demand for computation even further. In this talk I will illustrate how these interaction cycles are likely to shape machine learning in the future. |
| 关 键 词: | 深度学习; 内存密集型模型; 数据挖掘和人工智能 |
| 课程来源: | 视频讲座网 |
| 数据采集: | 2023-01-31：cyh |
| 最后编审: | 2023-01-31：cyh |
| 阅读次数: | 16 |