小红书【2025校招】机器学习算法工程师-社区算法
校招全职策略算法地点:上海 | 北京状态:招聘
任职要求
1、本科及以上学历,计算机等相关专业优先; 2、编程基本功扎实,熟悉常用的数据结构和算法,擅长Java/C++/Python中至少一门语言; 3、熟悉机器学习、数据挖掘、数理统计等领域知识,有搜广推相关领域算法的工作经验; 4、踏实勤奋,自我驱动,善于沟通,勤于思考,具有较强的动手实践能力和技术热情。 【加分项】 1、有运筹学、博弈机制、图神经网络、大规模机器学习等领域的研究和实践经验; 2、机器学习/数据挖掘竞赛成绩优异者,如Kaggle/KDD Cup等; 或有ACM/NOI获奖经历; 3、在国际顶级会议(Recsys、KDD、NIPS、ICML、ACL等)以第一作者发表过高水平论文者。
工作职责
1、负责推荐技术的落地,实现个性化推荐,分发策略,用户理解,内容理解等方向的技术突破; 2、沉淀社区推荐技术,并探索业务的边界,能够从复杂的业务环境中抽象出清晰具体的技术问题,并将机器学习等推荐技术有效应用于小红书App社区图文及视频推荐,提升海量用户体验,Inspire Life; 3、与各部门(包括并不限于产品,基础技术等)的同事一起深入交流合作,共同迭代和优化社区信息流推荐产品。
包括英文材料
学历+
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
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/
Java+
https://www.youtube.com/watch?v=eIrMbAQSU34
Master Java – a must-have language for software development, Android apps, and more! ☕️ This beginner-friendly course takes you from basics to real coding skills.
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
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.
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.
数据挖掘+
https://www.youtube.com/watch?v=-bSkREem8dM
Database vs Data Warehouse vs Data Lake
https://www.youtube.com/watch?v=7rs0i-9nOjo
Kaggle+
[英文] Kaggle Learn
https://www.kaggle.com/learn
Gain the skills you need to do independent data science projects.
ICML+
https://icml.cc/
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