腾讯大模型训练框架研发工程师-强化学习/精调/蒸馏方向
社招全职3年以上腾讯云技术地点:深圳状态:招聘
任职要求
1.计算机科学、数学、电子工程等相关专业硕士及以上学历,3年以上深度学习框架或工具链开发经验,精通Python,熟练使用C++; 2.有Megatron-LM、DeepSpeed等开源框架使用或二次开发经验,理解分布式训练、显存优化技术; 3.熟悉 GRPO/PPO 等 RL 算法、veRL/Slime/AReaL等强化学习框架者优先; 4.熟悉CUDA编程、高性能计算优化(如算子融合、通信优化)者优先; 5.熟悉NCCL、MPI等集合通信算法…
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工作职责
1.框架开发与优化:负责强化学习、模型精调、知识蒸馏等核心模块的设计与开发,提升框架的训练效率与易用性; 2.分布式训练支持:基于Megatron-LM、DeepSpeed等工具,优化大模型分布式训练策略(数据并行/张量并行/流水并行/专家并行等),解决显存、通信与计算瓶颈; 3.工具链构建:参与开发轻量化训练框架(如LLama-Factory、swift),支持快速模型微调、部署及多硬件平台适配; 4.前沿技术探索:跟踪学术动态(如RLHF、MoE架构、FlashMLA、EPLB、DualPipe等),将最新研究成果转化为框架功能,提升产品竞争力; 5.协作与文档:与产品团队紧密配合,提供框架级解决方案;编写技术文档与案例,赋能公有云客户。
包括英文材料
学历+
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
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
Megatron+
https://www.youtube.com/watch?v=hc0u4avAkuM
DeepSpeed+
https://www.youtube.com/watch?v=pDGI668pNg0
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/
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.
CUDA+
https://developer.nvidia.com/blog/even-easier-introduction-cuda/
This post is a super simple introduction to CUDA, the popular parallel computing platform and programming model from NVIDIA.
https://www.youtube.com/watch?v=86FAWCzIe_4
Lean how to program with Nvidia CUDA and leverage GPUs for high-performance computing and deep learning.
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