【美团】数据智能平台-技术专家
全职社招软硬件服务-SaaS事业部地点:北京状态:招聘
工作描述
任职要求
- 计算机科学、人工智能、数学等相关专业本科及以上学历 - 熟练掌握PyTorch/TensorFlow框架,精通Transformer架构及变体 - 了解传统助手级产品的AI 架构方案,对AI coding有一定的理解 - 熟悉主流LLM架构(如LLaMA、GPT、PaLM等)及训练优化技术 - 具备分布式训练经验(Megatron-LM/DeepSpeed/FairScale等) - 扎实的编程基础(Python/C++),熟悉Linux开发环境 具备以下条件优先 1. 负责大语言模型(LLM)的算法研发、优化及工程化落地,包括但不限于模型预训练、指令微调、强化学习对齐等 2. 探索模型压缩、推理加速、分布式训练等技术,提升模型训练/推理效率 3. 结合业务场景进行Prompt Engineering、RAG、Agent等应用方案设计与实现 4. 跟踪学术界前沿进展(如MoE、长上下文处理、多模态融合等),推进技术创新 5. 构建高质量训练数据体系,设计数据清洗、增强及评估方案
工作职责
1. 设计与开发基于LLM的智能体系统架构,实现复杂任务规划、工具调用、记忆存储等核心功能 2. 构建多智能体协作框架,探索Agent间的通信协议与协同决策机制 3. 集成外部工具API(搜索引擎/数据库/专业软件),扩展Agent能力边界 4. 优化Agent的实时交互能力,包括对话流畅性、任务分解准确性、异常处理鲁棒性 5. 开发Agent评估体系,设计自动化测试场景与量化评估指标 6. 研究Agent持续学习机制,实现长期记忆存储与经验复用
包括英文材料
学历
PyTorch+
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.
Transformer
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
GPT+
https://www.youtube.com/watch?v=kCc8FmEb1nY
We build a Generatively Pretrained Transformer (GPT), following the paper "Attention is All You Need" and OpenAI's GPT-2 / GPT-3.
Megatron+
https://www.youtube.com/watch?v=hc0u4avAkuM
DeepSpeed+
https://www.youtube.com/watch?v=pDGI668pNg0
Python+
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
Linux+
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
算法+
https://roadmap.sh/datastructures-and-algorithms
Step by step guide to learn Data Structures and Algorithms in 2025
https://www.w3schools.com/dsa/
强化学习
Prompt
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