
搜狐生成式推荐与推理系统助理研究员(实习)
实习兼职地点:北京状态:招聘♡ 收藏
工作描述
岗位职责: 1. 生成式推荐推理优化:参与生成式推荐系统的推理引擎研发与性能优化,基于 vLLM、SGLang 等推理框架,优化推理吞吐、延迟、显存利用率及服务稳定性。 2. 模型训练加速:参与生成式推荐模型的 Pre-training、SFT、RL 等训练流程优化,提升训练效率、GPU 利用率及分布式训练性能。 3. 推荐算法研究:参与生成式推荐与传统推荐系统相关技术研发,探索生成式建模、序列建模、召回与排序等技术。 4. 分布式系统优化:参与多机多卡训练与推理优化,探索并行策略、显存管理、通信优化及任务调度。 5. 基础设施建设:参与 GPU 训练集群及推理服务基础设施建设,优化任务调度、资源管理、部署运维及监控体系。 6. 前沿技术探索:跟进大模型、生成式推荐及 AI Infra 前沿技术,开展…
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包括英文材料
推荐系统+
[英文] Recommender Systems
https://www.d2l.ai/chapter_recommender-systems/index.html
Recommender systems are widely employed in industry and are ubiquitous in our daily lives.
推理引擎+
https://www.youtube.com/watch?v=_dvk75LEJ34
https://www.youtube.com/watch?v=XtT5i0ZeHHE
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
SFT+
https://cameronrwolfe.substack.com/p/understanding-and-using-supervised
Understanding how SFT works from the idea to a working implementation...
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/
分布式系统+
https://www.distributedsystemscourse.com/
The home page of a free online class in distributed systems.
https://www.youtube.com/watch?v=7VbL89mKK3M&list=PLOE1GTZ5ouRPbpTnrZ3Wqjamfwn_Q5Y9A
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
学历+
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.
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