美团【北斗】数字人直播-Agent算法研究员
校招全职核心本地商业-业务研发平台地点:北京状态:招聘
任职要求
【任职资格】 基本要求: 1. 2027届硕士及以上毕业生,计算机科学、人工智能、机器学习、NLP等相关专业; 2. 扎实的深度学习理论基础,精通PyTorch/TensorFlow,有大规模模型训练经验; 3. 具备Agent系统设计经验,熟悉Multi-Agent协同架构、工具调用、任务规划等核心技术; 4. 具备良好的编程能力(C++/Python),ACM/ICPC/NOI等竞赛获奖者优先。 加分项: 1. 在NeurIPS、ICML、ICLR、ACL、EMNLP等顶会…
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工作职责
【愿景】 美团数字人直播是本地生活领域最大的数字人直播平台,日播规模已达万级场次、GTV达百亿级规模。智能运营Agent已覆盖百级直播间,累计GTV达亿级规模。团队处于AI与本地生活融合的前沿阵地,致力于通过Agent技术重新定义直播体验。 【你将参与】 1. Agent系统架构设计与搭建:面向数字人直播场景,设计并搭建端到端的Agent智能体系统架构,涵盖智能选品、动态讲解、场景装修、实时互动等核心能力模块,实现多Agent间的协同调度与决策联动; 2. Agent核心算法研发与优化:负责Agent在直播场景中的意图理解、任务规划、工具调用、记忆管理等核心算法研发,持续优化Agent的自主决策能力、交互自然度及业务转化率; 3. LLM后训练与Agent微调:聚焦大模型的指令微调(SFT)、人类反馈强化学习(RLHF/RLVR)等后训练技术,结合Agent场景定制偏好对齐策略,基于Agentic RL提升模型在复杂多轮对话与多步推理任务中的表现; 4. Agent效果评估与规模化落地:构建面向Agent系统的自动化评测体系,与工程、产品团队紧密协作,将Agent研究成果快速转化为线上直播场景的产品能力,驱动数字人直播从"被动展示"到"主动智能运营"的规模化升级。
包括英文材料
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.
NLP+
https://www.youtube.com/watch?v=fNxaJsNG3-s&list=PLQY2H8rRoyvzDbLUZkbudP-MFQZwNmU4S
Welcome to Zero to Hero for Natural Language Processing using TensorFlow!
https://www.youtube.com/watch?v=R-AG4-qZs1A&list=PLeo1K3hjS3uuvuAXhYjV2lMEShq2UYSwX
Natural Language Processing tutorial for beginners series in Python.
https://www.youtube.com/watch?v=rmVRLeJRkl4&list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4
The foundations of the effective modern methods for deep learning applied to NLP.
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
PyTorch+
https://datawhalechina.github.io/thorough-pytorch/
PyTorch是利用深度学习进行数据科学研究的重要工具,在灵活性、可读性和性能上都具备相当的优势,近年来已成为学术界实现深度学习算法最常用的框架。
https://www.youtube.com/watch?v=V_xro1bcAuA
Learn PyTorch for deep learning in this comprehensive course for beginners. PyTorch is a machine learning framework written in Python.
TensorFlow+
https://www.youtube.com/watch?v=tpCFfeUEGs8
Ready to learn the fundamentals of TensorFlow and deep learning with Python? Well, you’ve come to the right place.
https://www.youtube.com/watch?v=ZUKz4125WNI
This part continues right where part one left off so get that Google Colab window open and get ready to write plenty more TensorFlow code.
AI agent+
https://www.ibm.com/think/ai-agents
Your one-stop resource for gaining in-depth knowledge and hands-on applications of AI agents.
系统设计+
https://roadmap.sh/system-design
Everything you need to know about designing large scale systems.
https://www.youtube.com/watch?v=F2FmTdLtb_4
This complete system design tutorial covers scalability, reliability, data handling, and high-level architecture with clear explanations, real-world examples, and practical strategies.
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.
ICPC+
https://icpc.global/
The International Collegiate Programming Contest is an algorithmic programming contest for college students.
NeurIPS+
https://neurips.cc/
还有更多 •••