网易推荐算法工程师(雷火UX)
校招全职UX用户体验地点:杭州状态:招聘
任职要求
1、计算机/统计/数学等相关专业硕士以上学历; 2、熟练掌握机器学习、深度学习的基础理论和方法; 3、熟悉Linux,C++,Java和Python,优秀的编码能力,熟练运用常用算法和数据结构,有工程实现能力; 4、熟悉常见推荐算法如LR,FM,DeepFM,DNN类(包括不限于DIN,Transformer,MMoE等)模型的原理,有一定落地或竞赛经验者优先; 5、在SIGKDD、ICML、NIPS、SIGIR等相关国际顶级会议上有文献发表者优先; 6、有游戏行业相关经验者优先。
工作职责
【部门介绍】 网易游戏雷火UX用户体验中心,业务覆盖数据、研究、设计三大领域。GDC全球游戏开发者大会二十年来的非赞助类演讲中,雷火UX入围数占据中国游戏行业的40%以上,与多所高校建立密切合作,是全球知名的第一流用户体验团队。 加入我们雷火UX,你将可以: 1、与全球第一流的UX员工一起工作,并迅速变成他们,塑造属于你的行业影响力; 2、了解核心数据,和决策者们一同洞察,做出行动,达成改变; 3、接受富有挑战性的任务,挖掘自身潜力,参与关键创新; 4、在实践中参与学习,听取每周定期分享,共享讨论。正式员工更有行业顶级的个性化培训与发展计划。 如果你也对游戏行业充满热爱和持续为玩家提供更加优质的体验充满向往,那么你就是那个我们要找的人! 【岗位职责】 1、负责基于海量游戏日志数据建模、提高游戏体验及带来增益效果; 2、针对不同的游戏业务场景,制定合适的算法与策略,不断优化效果和性能; 3、参与搭建推荐系统框架,提供高并发,大数据,高效可靠的线上服务; 4、跟进推荐算法领域前沿研究,在国际顶级期刊会议发表高水平论文。
包括英文材料
学历+
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.
Linux+
https://ryanstutorials.net/linuxtutorial/
Ok, so you want to learn how to use the Bash command line interface (terminal) on Unix/Linux.
https://ubuntu.com/tutorials/command-line-for-beginners
The Linux command line is a text interface to your computer.
https://www.youtube.com/watch?v=6WatcfENsOU
In this Linux crash course, you will learn the fundamental skills and tools you need to become a proficient Linux system administrator.
https://www.youtube.com/watch?v=v392lEyM29A
Never fear the command line again, make it fear you.
https://www.youtube.com/watch?v=ZtqBQ68cfJc
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
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.
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.
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
DeepFM+
https://d2l.ai/chapter_recommender-systems/deepfm.html
DeepFM consists of an FM component and a deep component which are integrated in a parallel structure.
https://deeprs-tutorial.github.io/WWW_DNN.pdf
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.
ICML+
https://icml.cc/
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