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Open nowPosted 646 days ago

机器学习算法实习生-电商业务

ByteDance19,258 open roles

Where
Beijing, Chinese Mainland
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Your applicationOpen now机器学习算法实习生-电商业务ByteDance · Beijing, Chinese Mainland
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The clock on this job

Early applications get read.

11.3% of postings close within 7 days. Measured by our own scanner across the market. ByteDance postings stay open a median of 23 days.

Share of postings closed within
  1. 2.0%1 day
  2. 4.3%3 days
  3. 11.3%7 days
  4. 17.6%14 days
  5. 34.3%30 days
  6. 43.5%60 days
This job: posted 646 days ago

ByteDance median: 23 days open

The posting

日常实习:面向全体在校生,为符合岗位要求的同学提供为期3个月及以上的项目实践机会。 团队介绍:Data-电商团队,负责电商创新项目的算法和大数据工作。依托于字节跳动产品,帮助用户发现并获得好物,享受美好生活。在这个团队,我们不仅要通过推荐和搜索算法帮助用户买到感兴趣的好东西,也要通过风控算法和智能平台治理算法去甄别违规行为,保护用户的购物体验;我们还要建设智能客服技术、大规模商品知识图谱来提升各个交易环节的效率;我们也要结合机器学习和运筹算法,来优化供应链和物流的效率和成本,并进一步提升用户体验;另外我们还会用人工智能来帮助商家提升经营能力。我们的使命:没有难卖的优价好物,让美好生活触手可得。

1、负责运用算法挖掘、识别和预测电商场景中的风险和低质的商家/商品/带货主播,并配合业务进行管控; 2、负责运用算法挖掘影响商品体验和履约时效体验的事件和行为,建设数据模型,协助构建良好的生态体验环境,为业务提供支持; 3、参与构建挖掘电商直播、商品、商家和带货主播等多种实体的数据,对大规模网络/海量特征序列进行建模,支撑内容理解/多模态表征/社区挖掘等业务场景解决问题,并为商品/直播/视频治理提供支持; 4、参与构建大规模的图存储和图学习平台,完善电商社区内商家/商品/带货主播的关系建设,并赋能治理业务; 5、探索和调研机器学习/图学习/序列学习和相关方向前沿技术,并落地于真实业务场景。

1、本科及以上学历在读,计算机、软件工程等专业优先; 2、有扎实的代码能力,熟悉深度学习/图神经网络/机器学习框架,如Pytorch、Tensorflow、DGL、Pyg、Sklearn等; 3、熟悉机器学习/图学习/序列学习算法中的一项或者多项,如图建模、时序信号建模、节点/子图分类、社区挖掘、表征学习、自监督/半监督学习等,有一定深度和广度; 4、熟悉相关算法在数据挖掘、搜索推荐、内容理解、治理风控的应用者优先; 5、熟练使用Numpy、Pandas等独立进行建模实验,熟悉大数据工具Hive、Spark、Hadoop者优先; 6、在数据挖掘、机器学习(KDD、ICML、NIPS、VLDB等)等领域顶级会议有文章发表者,或在数据挖掘竞赛(Kaggle、天池)优胜者优先。

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