虎鲸文娱大麦国际-营销/广告算法工程师-北京
社招全职3年以上地点:北京状态:招聘
任职要求
1. 计算机、统计学、运筹学、应用数学等相关专业硕士及以上学历; 2. 在机器学习、深度学习、数据挖掘、运筹优化等方向有工业落地经验; 3. 有因果推断、计算广告、营销补贴、智能投放等领域经验者优先; 4. 扎实的编…
登录查看完整任职要求
微信扫码,1秒登录
工作职责
1. 负责票务营销场景下的效果建模与策略优化:应用因果推断(Uplift Model)、反事实评估等方法,量化增量价值,优化人群圈选、权益推荐、优惠策略,综合提升营销收益; 2. 负责票务供需预测与定价:综合使用供需预估、时序预测等技术,构建成交预测等模型。将算法策略应用于定价等场景,实现成交率、成本与平台利润的多目标优化; 3. 探索生成式 AI、大模型 Agent 在票务营销中的应用,将 AI 多模态与实时决策能力融入算法研发与策略迭代,打造下一代智能营销范式。
包括英文材料
学历+
机器学习+
https://www.youtube.com/watch?v=0oyDqO8PjIg
Learn about machine learning and AI with this comprehensive 11-hour course from @LunarTech_ai.
https://www.youtube.com/watch?v=i_LwzRVP7bg
Learn Machine Learning in a way that is accessible to absolute beginners.
https://www.youtube.com/watch?v=NWONeJKn6kc
Learn the theory and practical application of machine learning concepts in this comprehensive course for beginners.
https://www.youtube.com/watch?v=PcbuKRNtCUc
Learn about all the most important concepts and terms related to machine learning and AI.
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
数据挖掘+
https://www.youtube.com/watch?v=-bSkREem8dM
Database vs Data Warehouse vs Data Lake
https://www.youtube.com/watch?v=7rs0i-9nOjo
运筹优化+
https://medium.com/gousto-engineering-techbrunch/an-introduction-to-operations-research-5a9e898b6c60
Operations research (OR) is a scientific approach to determining the optimal solution to a defined business problem.
因果推断+
https://web.stanford.edu/~swager/causal_inf_book.pdf
How best to understand and characterize causality is an age-old question in philosophy.
还有更多 •••