蚂蚁金服蚂蚁集团-算法专家(营销/推荐/大模型/数据挖掘)-杭州
社招全职3年以上技术类-算法地点:杭州状态:招聘
任职要求
1. 学历背景:硕士及以上学历,计算机、数学、统计学、运筹学、自动化等相关专业,在算法应用领域有扎实的工作经验; 2. 专业方向:在以下方向至少其中之一有深入研究:营销推荐、搜索广告、投放出价、用户圈选、因果推断、数据科学、用户画像、NLP、大模型应用等; 3. 算法能力:精通传统机器学习算法和深度学习算法,熟悉推荐系统全链路技术(召回、排序、重排),了解计算广告中的出价、竞价…
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工作职责
1. 营销场景算法建设:基于对消费金融业务的深度理解,建设用户触达、素材召回、智能出价、流量分发等算法模型和策略,提升营销投放的精准性和转化效率; 2. 业务增长与数据挖掘:通过数据科学方法,运用因果推断、用户行为分析等技术,识别潜在的业务增长机会点,推动算法能力落地,带动业务提升; 3. 前沿技术创新应用:结合业务场景探索大模型技术在营销推荐领域的创新应用,包括但不限于算法做功AI loop自迭代、LLM4Rec、用户理解与意图识别等方向,推动算法能力升级。
包括英文材料
学历+
算法+
https://roadmap.sh/datastructures-and-algorithms
Step by step guide to learn Data Structures and Algorithms in 2025
https://www.hellointerview.com/learn/code
A visual guide to the most important patterns and approaches for the coding interview.
https://www.w3schools.com/dsa/
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.
数据科学+
https://roadmap.sh/ai-data-scientist
Step by step roadmap guide to becoming an AI and Data Scientist
NLP+
https://www.youtube.com/watch?v=fNxaJsNG3-s&list=PLQY2H8rRoyvzDbLUZkbudP-MFQZwNmU4S
Welcome to Zero to Hero for Natural Language Processing using TensorFlow!
https://www.youtube.com/watch?v=R-AG4-qZs1A&list=PLeo1K3hjS3uuvuAXhYjV2lMEShq2UYSwX
Natural Language Processing tutorial for beginners series in Python.
https://www.youtube.com/watch?v=rmVRLeJRkl4&list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4
The foundations of the effective modern methods for deep learning applied to NLP.
大模型+
https://www.youtube.com/watch?v=xZDB1naRUlk
You will build projects with LLMs that will enable you to create dynamic interfaces, interact with vast amounts of text data, and even empower LLMs with the capability to browse the internet for research papers.
https://www.youtube.com/watch?v=zjkBMFhNj_g
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.
还有更多 •••