高德地图高德-推荐算法 Leader(LBS方向)-信息算法专项
社招全职6年以上技术类-算法地点:北京状态:招聘
任职要求
1.计算机及相关专业本科以上学历,五年以上推荐或搜索相关工作经验,两年以上算法团队管理经验; 2.熟悉数据挖掘、机器学习、深度学习算法,有推荐系统召回、排序、多目标优化、CTR 预估等实际工程经验;有 LBS 场景或大规模在线推荐优化经验者优先; 3.熟悉 Python 及 C/C++ 语言进行离线或在线代码开发,熟练使用常用算法和数据结构,对算法实现有较强的工程能力; 4.有很强的自学能力,对推荐系统、搜索引擎、个性化排序、大数据挖掘等方向有深入研究;有大模型在推荐领域落地经验者优先; 5.具有优秀的分析问题和解决问题的能力,能在复杂业务场景下快速制定可行方案;具备良好的沟通能力和跨部门协作能力,重视团队合作与成员培养。
工作职责
1.负责 LBS 场景下智能推荐引擎的整体算法架构设计与技术研发,应用推荐系统相关机器学习/深度学习/图神经网络/大模型等技术提升系统效果与用户体验; 2.负责推荐系统召回、相关性、排序、多目标优化等模块的研究与优化,包括特征工程、模型训练、在线推理等全链路工作; 3.分析海量用户位置轨迹与行为数据,挖掘时空关联模式,构建用户画像、POI 特征和上下文感知的推荐策略,并持续优化; 4.带领并管理算法团队,制定技术发展规划与团队目标,指导成员完成算法研发、效果评估和业务落地。
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/
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
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.
推荐系统+
[英文] Recommender Systems
https://www.d2l.ai/chapter_recommender-systems/index.html
Recommender systems are widely employed in industry and are ubiquitous in our daily lives.
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.freecodecamp.org/chinese/news/the-c-beginners-handbook/
本手册遵循二八定律。你将在 20% 的时间内学习 80% 的 C 编程语言。
https://www.youtube.com/watch?v=87SH2Cn0s9A
https://www.youtube.com/watch?v=KJgsSFOSQv0
This course will give you a full introduction into all of the core concepts in the C programming language.
https://www.youtube.com/watch?v=PaPN51Mm5qQ
In this complete C programming course, Dr. Charles Severance (aka Dr. Chuck) will help you understand computer architecture and low-level programming with the help of the classic C Programming language book written by Brian Kernighan and Dennis Ritchie.
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
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
大模型+
https://www.youtube.com/watch?v=xZDB1naRUlk
You will build projects with LLMs that will enable you to create dynamic interfaces, interact with vast amounts of text data, and even empower LLMs with the capability to browse the internet for research papers.
https://www.youtube.com/watch?v=zjkBMFhNj_g
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