
途虎养车推荐算法专家
社招全职5年以上技术地点:上海状态:招聘
任职要求
1. 本科或以上学历,计算机科学、数学、统计学或相关专业; 2. 5年以上算法方向的推荐/搜索/广告算法的工作经验,有实际的模型开发和优化经验; 3. 深入了解机器学习和数据挖掘技术,具有扎实的数学和统计学基础; 4. 精通一种或多种编程语言,如Python、Java、Scala等,熟悉Hadoop、Spark等大数据技术; 5. 对数据敏感,有良好的数据分析和问题解决能力; 6. 能独立思考,善于把握业务需求,提出优化建议; 7. 良好的团队协作和人际交流能力,能够适应快速变化的环境。
工作职责
1.设计并优化推荐算法和策略,包括但不限于转化率建模、冷启动、多目标模型等,持续提升推荐效果,推动公司的用户、销售额和毛利的增长; 2.制定和执行推荐算法的研究和开发计划,探索新的技术和方法以提高系统的准确性和效率; 3.结合推荐场景和业务数据,使用体系化的分析框架,从数据中发现机制或算法的不足,并加以改进; 4.与产品运营团队合作,理解业务需求,并将其转化为技术需求和解决方案; 5.指导和培养团队成员,推动团队的技术能力提升和创新; 6.跟踪最新的技术趋势和行业发展,推动公司在推荐领域的技术创新和应用。
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.
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
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.
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.
Scala+
Hadoop+
https://www.runoob.com/w3cnote/hadoop-tutorial.html
Hadoop 为庞大的计算机集群提供可靠的、可伸缩的应用层计算和存储支持,它允许使用简单的编程模型跨计算机群集分布式处理大型数据集,并且支持在单台计算机到几千台计算机之间进行扩展。
[英文] Hadoop Tutorial
https://www.tutorialspoint.com/hadoop/index.htm
Hadoop is an open-source framework that allows to store and process big data in a distributed environment across clusters of computers using simple programming models.
Spark+
[英文] Learning Spark Book
https://pages.databricks.com/rs/094-YMS-629/images/LearningSpark2.0.pdf
This new edition has been updated to reflect Apache Spark’s evolution through Spark 2.x and Spark 3.0, including its expanded ecosystem of built-in and external data sources, machine learning, and streaming technologies with which Spark is tightly integrated.
大数据+
https://www.youtube.com/watch?v=bAyrObl7TYE
https://www.youtube.com/watch?v=H4bf_uuMC-g
With all this talk of Big Data, we got Rebecca Tickle to explain just what makes data into Big Data.
数据分析+
[英文] Data Analyst Roadmap
https://roadmap.sh/data-analyst
Step by step guide to becoming an Data Analyst in 2025
相关职位
社招算法开发岗
职位描述: 1.负责推荐京东APP核心推荐位(首页、商详等)多场景算法工作,包括召回、模型、机制、重排、混排等,结合超大规模机器学习系统,构建业界一流的推荐系统; 2.负责超大规模深度学习模型(或大模型相关)在用户建模、场景建模等应用; 3.理解用户、商家、平台等各个角色的需求,通过持续的技术创新和迭代,驱动用户体验、商家述求、平台效益的不断增长提升。
更新于 2025-04-16

社招
1.参与公司个性化推荐算法、用户增长等,优化人货场的匹配; 2.通过表征学习、图模型、迁移学习、多任务学习等技术提升信息匹配的效率,让每个用户可以便捷的找到优质好货; 3.挖掘和分析海量用户行为数据,进行用户长短期兴趣建模,以及潜在兴趣预测,提升推荐的精准性; 4.结合OTA的业务特性,进行模型和算法创新,打造业界领先的推荐算法和系统。
更新于 2024-07-19