图 书 馆
印度电子商务公司Flipkart的数据科学Data Science at Flipkart - An Indian E-Commerce company |
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| 课程网址: | http://videolectures.net/kdd2018_datar_data_science/ |
| 主讲教师: | Mayur Datar |
| 开课单位: | 斯坦福大学 |
| 开课时间: | 2018-09-24 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | In this talk we will give a very brief overview of Flipkart highlighting the major milestones in its journey so far and some latest market size numbers. We will enumerate some of the important data science challenges in an e-commerce company like ours. Finally we will cover one of the problems, demand forecasting, in some details to highlight some of our recent work: Accurate demand forecasts can help on-line retail organizations better plan their supply-chain processes. The challenge, however, is the large number of associative factors that result in large, non-stationary shifts in demand, which traditional time series and regression approaches fail to model. We propose a Neural Network architecture called AR-MDN, that simultaneously models associative factors, time-series trends and the variance in the demand. |
| 关 键 词: | 印度电子商务公司; Flipkart的数据科学; 传统的时间序列和回归方法; AR-MDN的神经网络架构 |
| 课程来源: | 视频讲座网 |
| 数据采集: | 2023-03-15：cyh |
| 最后编审: | 2023-05-19：liyy |
| 阅读次数: | 24 |