图 书 馆
大规模学习-挑战Large Scale Learning - Challenge |
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| 课程网址: | http://videolectures.net/icml08_sonnenburg_lsl/ |
| 主讲教师: | Vojtech Franc; Sören Sonnenburg |
| 开课单位: | 机器学习与智能数据分析小组 |
| 开课时间: | 2008-09-01 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | With the exceptional increase in computing power, storage capacity and network bandwidth of the past decades, ever growing datasets are collected in fields such as bioinformatics (Splice Sites, Gene Boundaries, etc), IT-security (Network traffic) or Text-Classification (Spam vs. Non-Spam), to name but a few. While the data size growth leaves computational methods as the only viable way of dealing with data, it poses new challenges to ML methods. This workshop is concerned with the scalability and efficiency of existing ML approaches with respect to computational, memory or communication resources, e.g. resulting from a high algorithmic complexity, from the size or dimensionality of the data set, and from the trade-off between distributed resolution and communication costs. |
| 关 键 词: | 网络流量; 文本分类; 数据集; 线性支持向量机的轨道 |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2020-06-23：liqy |
| 阅读次数: | 35 |