阿里巴巴淘天算法技术-高级推荐算法专家-杭州
社招全职4年以上地点:杭州状态:招聘
工作描述
任职要求 1. 硕士及以上学历,计算机、数学、统计学等相关专业,实验室方向匹配更好。 2. 具备3年及以上推荐算法或广告算法研发经验,有知名互联网企业(大厂背景优先)或顶尖学术机构相关经验者优先。 3. 精通机器学习、深度学习及强化学习等算法技术,熟悉Transformer、序列建模等模型,具备推荐系统全链路实现经验。 4. 熟练掌握Python/Java等编程语言及主流深度学习框架(如TensorFlow/PyTorch),熟悉大数据处理工具(Spark、Hadoop)及线上系统部署流程。 5. 对电商、社交或内容推荐场景有深刻理解,能将技术方案与业务需求结合,推动CTR、GMV等指标显著提升。 6. 具备…
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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.
Transformer+
https://huggingface.co/learn/llm-course/en/chapter1/4
Breaking down how Large Language Models work, visualizing how data flows through.
https://poloclub.github.io/transformer-explainer/
An interactive visualization tool showing you how transformer models work in large language models (LLM) like GPT.
https://www.youtube.com/watch?v=wjZofJX0v4M
Breaking down how Large Language Models work, visualizing how data flows through.
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