腾讯Project W-推荐算法工程师
社招全职3年以上预算专用-Project W技术地点:深圳状态:招聘
任职要求
1.专业背景: 计算机、数学、自动化等相关专业本科及以上学历,具备扎实的算法与数据结构功底; 2.算法核心: 精通深度学习、推荐算法(如 Transformer-based models, MTL, DRL); 3.对 LLM/AIGC 领域有浓厚兴趣或研究经验,了解多模态表示学习(Representation Learning); 4.编程与工程: 优秀的编码能力,熟悉 Python/C++,熟悉分布式训练(TensorF…
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工作职责
1.游戏化 Feed 流研发: 负责核心推荐算法的迭代,针对游戏化内容(短视频、游戏关卡、互动素材)优化召回、排序及多样性控制,提升用户沉浸度与留存; 2.大模型与生成式推荐: 探索 LLM/VLM 在推荐链路的深度结合,利用大模型优化游戏内容的语义特征提取,以及在 Feeds 流中实现交互式的内容分发; 3.用户行为深度建模: 针对“游戏+社交”的复杂行为,建模用户在互动体验中的超长序列和实时反馈,提升跨场景(视频流到游戏场景)的推荐一致性; 4.强化学习与长期价值: 运用强化学习(RL)优化推荐策略,平衡用户即时点击(CTR)与长期活跃(LTV),构建动态的个性化分发机制。
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
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
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.
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
AIGC+
https://ui.adsabs.harvard.edu/abs/2023arXiv230406632W/abstract
To address the challenges of digital intelligence in the digital economy, artificial intelligence-generated content (AIGC) has emerged.
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
还有更多 •••