蚂蚁金服蚂蚁集团-财富AI Lab-用户增长算法工程师
社招全职3年以上技术类-算法地点:北京 | 上海 | 杭州状态:招聘
工作描述
任职要求 基础条件: 1.计算机、数学、统计学、运筹学或相关专业硕士及以上学历,3年以上大规模增长/搜索/推荐/广告算法实战经验。 专业能力: 1.实战经验: 具备大规模搜索、推荐、广告或用户增长领域的算法落地经验。熟悉金融业务逻辑者优先; 2.算法功底: 精通传统机器学习及深度学习模型。对多任务学习、强化学习、因果推断或运筹优化有深入研究和实战经验者优先; 3.工程能力: 熟练掌握 Java 或 Python。熟悉至少一种深度学习框架(PyTorch/TensorFlow)。具备大数据处理能力,熟练使用 SQL、Spark 或 Flink; 4.综合素质: 具备优秀的数据敏感度和逻辑分析能力。能…
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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/
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.
强化学习+
https://cloud.google.com/discover/what-is-reinforcement-learning?hl=en
Reinforcement learning (RL) is a type of machine learning where an "agent" learns optimal behavior through interaction with its environment.
https://huggingface.co/learn/deep-rl-course/unit0/introduction
This course will teach you about Deep Reinforcement Learning from beginner to expert. It’s completely free and open-source!
https://www.kaggle.com/learn/intro-to-game-ai-and-reinforcement-learning
Build your own video game bots, using classic and cutting-edge algorithms.
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.
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.
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