
商汤 大装置-大模型算法应用工程师
社招全职2年以上算法地点:北京 | 上海状态:招聘
工作描述
任职要求 1. 计算机、软件工程或相关专业本科及以上学历,2 年以上后端/算法工程经验,熟悉 Python,有扎实的工程基础。 2. 深入理解 RAG 技术栈,包括文档解析、向量检索、Reranker、Prompt 工程等核心原理,有实际项目落地经验。 3. 有使用 AI 编程工具(Cursor、Copilot、Claude 等)进行项目开发的习惯,能借助大模型显著提升开发效率,独立完成从方案设计到代码实现的完整链路。 4. 具备较强的系统设计能力,能借助大模型独立设计状态机、任务调度、异步回调等工程模块,理解分布式系统的基本原则。 5. 有强烈的问题驱动意识,面对 Bad Case 能主动定位根因,不满足于"能跑通",持续追求效果和性能的极致。 6. 抗…
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包括英文材料
学历+
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/
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.
RAG+
https://www.youtube.com/watch?v=sVcwVQRHIc8
Learn how to implement RAG (Retrieval Augmented Generation) from scratch, straight from a LangChain software engineer.
Prompt+
https://cloud.google.com/vertex-ai/generative-ai/docs/learn/prompts/introduction-prompt-design
A prompt is a natural language request submitted to a language model to receive a response back.
https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/prompt-engineering
These techniques aren't recommended for reasoning models like gpt-5 and o-series models.
https://www.youtube.com/watch?v=LWiMwhDZ9as
Learn and master the fundamentals of Prompt Engineering and LLMs with this 5-HOUR Prompt Engineering Crash Course!
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
系统设计+
https://roadmap.sh/system-design
Everything you need to know about designing large scale systems.
https://www.youtube.com/watch?v=F2FmTdLtb_4
This complete system design tutorial covers scalability, reliability, data handling, and high-level architecture with clear explanations, real-world examples, and practical strategies.
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