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Open nowPosted 668 days ago

数据挖掘工程师(ROI方向)-今日头条/番茄小说/红果短剧

ByteDance19,227 open roles

Where
Beijing, Chinese Mainland
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Your applicationOpen now数据挖掘工程师(ROI方向)-今日头条/番茄小说/红果短剧ByteDance · Beijing, Chinese Mainland
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The clock on this job

Early applications get read.

11.8% of postings close within 7 days. Measured by our own scanner across the market. ByteDance postings stay open a median of 2 days.

Share of postings closed within
  1. 2.1%1 day
  2. 4.4%3 days
  3. 11.8%7 days
  4. 18.6%14 days
  5. 35.6%30 days
  6. 45.1%60 days
This job: posted 668 days ago

ByteDance median: 2 days open

The posting

1、负责构建、训练和优化与ROI相关的算法模型,如时序预测模型、分类模型、回归模型、因果推断等模型,利用深度学习和机器学习等技术提高模型准确性和稳定性,以精准预测和评估业务的ROI; 2、深入理解核心业务场景,包含但不限于用户增长、广告投放、金币激励等,通过数据挖掘技术结合业务逻辑,对重点业务问题通过数据建模转化为有效业务策略,为业务关键决策提供重要支持; 3、研究机器学习或统计学领域最新算法和技术发展,引入新的算法和方法对现有模型进行优化和创新,提升模型性能和效率,确保公司在数据驱动方面持续保持高效决策。

1、本科及以上学历,数学/统计学/计算机/经济学/金融学等相关专业背景,3年以上算法开发/数据挖掘/数据科学等相关工作经验; 2、具备优秀的数学建模和编码能力,精通Python进行数据清洗/分析/建模,熟练SQL,熟练基于Spark引擎的算法开发工作; 3、深入理解常见的机器学习算法和深度学习模型,能够根据业务问题选择合适的算法模型,并进行模型训练、调参和优化; 4、良好的逻辑思维能力支撑深度思考相关业务逻辑,良好的沟通能力以便与各类型的员工进行协作,优秀解决问题的能力,并对挑战性数据模型问题充满激情。

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