米哈游LLM Post-train 算法研究员(生产数据 / Agent 自进化方向)- AI引擎
社招全职程序&技术类地点:上海状态:招聘
工作描述
任职要求 1. 硕士及以上学历,计算机、数学、人工智能等相关专业,数理与工程基础扎实; 2. 有后训练实战经验:独立完成过 SFT 及至少一轮 RL 训练(PPO / GRPO / DAPO / DPO 任一); 3. 熟悉 transformers、LLaMA-Factory / TRL、verl / OpenRLHF 中至少一套;熟悉 PyTorch 及多机多卡分布式训练; 4. 熟悉主流推理框架(vLLM / SGLang / TensorRT-LLM 等),了解 KV Cache、量化、continuous batching、投机解码等常见优化技术; 5. 具备扎实的强化学习基础:理解策略梯度、值函数估计、探索与利用、稀疏奖励、credit assignment,能判断具体问题适合用 RL 还是 SFT 解…
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包括英文材料
学历+
SFT+
https://cameronrwolfe.substack.com/p/understanding-and-using-supervised
Understanding how SFT works from the idea to a working implementation...
GRPO+
https://cameronrwolfe.substack.com/p/grpo
Most early work on RL for LLMs used Proximal Policy Optimization (PPO) as the default RL optimizer, but recent reasoning research relies upon Group Relative Policy Optimization (GRPO).
LLaMA-Factory+
https://llamafactory.readthedocs.io/en/latest/
LLaMA Factory is an easy-to-use and efficient platform for training and fine-tuning large language models.
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.
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
vLLM+
https://www.newline.co/@zaoyang/ultimate-guide-to-vllm--aad8b65d
vLLM is a framework designed to make large language models faster, more efficient, and better suited for production environments.
https://www.youtube.com/watch?v=Ju2FrqIrdx0
vLLM is a cutting-edge serving engine designed for large language models (LLMs), offering unparalleled performance and efficiency for AI-driven applications.
SGLang+
[英文] Install SGLang
https://docs.sglang.ai/get_started/install.html
SGLang is a fast serving framework for large language models and vision language models.
https://github.com/sgl-project/sgl-learning-materials
TensorRT+
https://docs.nvidia.com/deeplearning/tensorrt/latest/getting-started/quick-start-guide.html
This TensorRT Quick Start Guide is a starting point for developers who want to try out the TensorRT SDK; specifically, it demonstrates how to quickly construct an application to run inference on a TensorRT engine.
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上海
社招3年以上程序&技术类
1)硕士及以上学历,计算机科学、人工智能、机器学习、NLP 或相关专业 2)3年以上大模型训练或 NLP 算法相关经验,有 SFT、RLHF/DPO、Reward Model 训练的实际项目经验 3)
上海|北京
社招3年以上程序&技术类
1)硕士及以上学历,计算机科学、人工智能、机器学习、NLP 或相关专业 2)3年以上大模型训练或 NLP 算法相关经验,有 SFT、RLHF/DPO、Reward Model 训练的实际项目经验 3)
上海|北京