美团大模型应用算法工程师
社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
1. 熟练掌握大模型的基础理论,深入了解Transformer系列模型的架构和原理。 2. 掌握大模型常见的微调方法,包括但不限于SFT、RLHF等,能够根据项目需求选择合适的微调策略并进行实施。 3. 熟练掌握大模型应用开发相关技术,对RAG、Agent等主流大模型应用开发框架有深入的认识和理解,并具备实际项目开发经验,能够独立完成从需求分析到上线的完整开发流程。 4. 熟练掌握大模型训练框架,具有丰富的大模型微调经验者优先,能够针对不同的任务进行模型性能的优化和提升。 5. 具备良好的代码开发能力,熟悉常用的编程语言(如Python、Java等),有参与开源项目开发经验者优先,能够在团队协作中贡献高质量的代码。 6. 勇于接受挑战,追求卓越,具备创新精神和研发热情,能够在快速变化的技术环境中不断学习和成长。 7. 具备良好的沟通能力和团队协作精神,能够与跨职能团队有效合作,推动项目顺利进行。 具备以下条件优先 1. 在国际顶会(如ACL,EMNLP,NACCL,NeurPS等)发表过论文,知名比赛中有优异表现者优先。 2. 大模型预训练、续训练、强化学习方面有实践经验者优先。
工作职责
1. 跟踪大模型前沿进展,并根据业务需要进行创新应用,解决实际业务问题。 2. 研究和实现基于大模型的算法实现,解决各类业务问题,包括对话、文案生成、信息抽取等,并持续改进模型性能、准确度和速度。
包括英文材料
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
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.
SFT+
https://cameronrwolfe.substack.com/p/understanding-and-using-supervised
Understanding how SFT works from the idea to a working implementation...
RAG+
https://www.youtube.com/watch?v=sVcwVQRHIc8
Learn how to implement RAG (Retrieval Augmented Generation) from scratch, straight from a LangChain software engineer.
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.
开发框架+
[英文] Understanding Modern Development Frameworks: A Guide for Developers and Technical Decision-makers
https://www.freecodecamp.org/news/understanding-modern-development-frameworks-guide-for-devs/
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.
强化学习+
https://cloud.google.com/discover/what-is-reinforcement-learning?hl=en
Reinforcement learning (RL) is a type of machine learning where an "agent" learns optimal behavior through interaction with its environment.
https://huggingface.co/learn/deep-rl-course/unit0/introduction
This course will teach you about Deep Reinforcement Learning from beginner to expert. It’s completely free and open-source!
https://www.kaggle.com/learn/intro-to-game-ai-and-reinforcement-learning
Build your own video game bots, using classic and cutting-edge algorithms.
相关职位
社招核心本地商业-点
1. 负责基于大语言模型的智能交互产品的搭建及在点评场景的应用落地,包括智能助理、内容生成、人格化机器人、AI Search等; 2. 负责大型语言模型的微调、偏好对齐、知识增强等技术探索,跟踪国内外前沿的大模型技术动态,持续改进和优化现有模型; 3. 有机会负责创新AI功能端到端的开发,需要全方位地思考问题,能够在机器学习技术栈中承担不同角色,解决各个环节问题;
更新于 2025-06-21
社招金融服务平台
1. 负责大模型在金融场景中的交互式对话应用,例如AI电销,提升场景的自动化与智能化水平,提升业务效率; 2. 负责大型语言模型的微调、偏好对齐、知识增强等技术探索,积极跟进AIGC业内应用趋势,包括但不限于RLHF、Long context、RAG、Agent等方向; 3. 与业务、产品团队合作,基于业务需求设计产品、解决方案,并推动其高效实施。
更新于 2025-05-28
社招核心本地商业-点
1. 负责基于大语言模型的智能交互产品的搭建及在点评场景的应用落地,包括智能助理、内容生成、人格化机器人、AI Search等; 2. 负责大型语言模型的微调、偏好对齐、知识增强等技术探索,跟踪国内外前沿的大模型技术动态,持续改进和优化现有模型; 3. 有机会负责创新AI功能端到端的开发,需要全方位地思考问题,能够在机器学习技术栈中承担不同角色,解决各个环节问题;
更新于 2025-04-27