小红书推荐算法工程师-海外电商(redshop)方向
社招全职3-5年策略算法地点:北京 | 上海状态:招聘
任职要求
1.计算机、数学、统计学等相关专业本科及以上学历(硕士优先) 2.熟悉 Python/C++,掌握 TensorFlow/PyTorch 等深度学习框架,具备扎实的数据结构与算法基础 3.在推荐、搜索、广告等方向上有2年及以上实践经验,对召回、排序、多目标优化有深入理解 4.有跨域迁移学习、冷启…
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工作职责
工作职责 1.海外分发链路建设:负责海外电商推荐全链路(召回、粗排、精排、重排)的算法研发与迭代,在跨市场、多语言场景下提升 CTR、CVR 及 GMV 等核心业务指标; 2.跨域迁移与冷启动:针对海外市场用户行为稀疏、数据积累不足的特点,探索跨域迁移学习、跨语言表征等技术,加速海外市场冷启动与分发效率提升; 3.多目标策略优化:结合海外用户特征与商家生态,设计多目标融合排序机制,平衡用户体验、内容生态与商业收益,实现全球化场景下的流量最优配置; 4.LLM 与多模态落地:探索大语言模型(LLM)在海外用户意图理解、跨语言导购、多模态内容生成中的工程落地,推动 AI 技术在全球化电商场景中的应用创新; 5.数据闭环与业务洞察:深入理解海外用户行为与文化差异,从数据中发现问题与机会,驱动"用户理解-商品匹配-交易转化"的持续优化
包括英文材料
学历+
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.
C+++
https://www.learncpp.com/
LearnCpp.com is a free website devoted to teaching you how to program in modern C++.
https://www.youtube.com/watch?v=ZzaPdXTrSb8
TensorFlow+
https://www.youtube.com/watch?v=tpCFfeUEGs8
Ready to learn the fundamentals of TensorFlow and deep learning with Python? Well, you’ve come to the right place.
https://www.youtube.com/watch?v=ZUKz4125WNI
This part continues right where part one left off so get that Google Colab window open and get ready to write plenty more TensorFlow code.
PyTorch+
https://datawhalechina.github.io/thorough-pytorch/
PyTorch是利用深度学习进行数据科学研究的重要工具,在灵活性、可读性和性能上都具备相当的优势,近年来已成为学术界实现深度学习算法最常用的框架。
https://www.youtube.com/watch?v=V_xro1bcAuA
Learn PyTorch for deep learning in this comprehensive course for beginners. PyTorch is a machine learning framework written in Python.
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
数据结构+
https://www.youtube.com/watch?v=8hly31xKli0
In this course you will learn about algorithms and data structures, two of the fundamental topics in computer science.
https://www.youtube.com/watch?v=B31LgI4Y4DQ
Learn about data structures in this comprehensive course. We will be implementing these data structures in C or C++.
https://www.youtube.com/watch?v=CBYHwZcbD-s
Data Structures and Algorithms full course tutorial java
还有更多 •••