千问千问事业部-数据智能分析专家-北京
社招全职5年以上技术类-数据地点:北京状态:招聘
任职要求
1. 3-5年以上数据科学相关岗位的工作经验,数据科学、统计学、应用数学、机器学习、计算机科学等专业优先; 2. 熟练使用Python/SQL,有AB实验,因果推断,量化模型,增长/推荐策略分析实践经验优先; 3. 能够独立…
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工作职责
1.负责千问业务数据分析,洞察业务机会,发现业务问题,为产品迭代提供决策依据; 2. 构建千问的全链路数据指标体系。针对大模型特性,建立自动化评估的体验度量模型,精准定位模型能力短板与产品体验断点; 3. 主导大模型底层迭代的A/B实验与因果推断评估。设计严谨的实验分流与检验方案,平衡“模型效果”与“推理成本”,为模型发版与策略上线提供科学决策依据; 4. 探索因果推断、贝叶斯优化、强化学习等前沿方法论在AI产品中的落地。打通“数据分析-模型评估-数据飞轮”闭环,将分析洞察转化为产品优化方向; 5. 配合数据工程团队,主导“数据分析Agent”的业务逻辑设计与效果评估。
包括英文材料
数据科学+
https://roadmap.sh/ai-data-scientist
Step by step roadmap guide to becoming an AI and Data Scientist
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.
Python+
https://liaoxuefeng.com/books/python/introduction/index.html
中文,免费,零起点,完整示例,基于最新的Python 3版本。
https://www.learnpython.org/
a free interactive Python tutorial for people who want to learn Python, fast.
https://www.youtube.com/watch?v=K5KVEU3aaeQ
Master Python from scratch 🚀 No fluff—just clear, practical coding skills to kickstart your journey!
https://www.youtube.com/watch?v=rfscVS0vtbw
This course will give you a full introduction into all of the core concepts in python.
SQL+
https://liaoxuefeng.com/books/sql/introduction/index.html
什么是SQL?简单地说,SQL就是访问和处理关系数据库的计算机标准语言。
https://sqlbolt.com/
Learn SQL with simple, interactive exercises.
https://www.youtube.com/watch?v=p3qvj9hO_Bo
In this video we will cover everything you need to know about SQL in only 60 minutes.
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 •••