阿里云阿里云智能-AI解决方案架构师专家-杭州/上海
社招全职1年以上地点:杭州 | 上海状态:招聘
工作描述
任职要求 1. 5年以上AI技术解决方案经验(架构设计、软件开发、AI 工程),或具备 2 年以上 AI 产品 / AI 项目负责人 / AI 创业经验; 2. 本科及以上学历,计算机 / AI 相关专业优先; 3. AI 工程实践能力:能基于 Python 等语言独立搭建可运行的 AI 应用原型,完成 PoC 验证与 Demo 演示; 4. 业务架构能力:理解 AI 应用与 MaaS 商业模式,能将客户业务场景抽象映射为 AI 技术解决方案; 5. 大模型技术体系: ○ 深刻理解主流模型(Qwen/GPT/Gemini/Claude 等)的能力差异及适用场景; ○ 熟悉模型微调与对齐技术(SFT/LoRA/RLHF/DPO),能根据业务需求判断是否需要微调并完成选型; ○ 熟悉模型评估方法论,有基于 Benchmark 或 A/B Testing 验证模型效果的经验; 6. AI应用范式: ○ 精通 RAG 架构设计与实施:包括 Embedding 优化、Re-rank 策略、混合检索及向量数据库选型等; ○ 精通 Agent 开发:理解上下文工程、工具编排、状态管理等 Agent 核心机制,熟悉主流开发框架与开源 Agent(OpenClaw 等)架构,有从原型验证到生产部署的落地经验; ○ 掌握 Agent 基础设…
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包括英文材料
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.
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.
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.
SFT+
https://cameronrwolfe.substack.com/p/understanding-and-using-supervised
Understanding how SFT works from the idea to a working implementation...
RLHF+
[英文] What is RLHF?
https://aws.amazon.com/what-is/reinforcement-learning-from-human-feedback/
Reinforcement learning from human feedback (RLHF) is a machine learning (ML) technique that uses human feedback to optimize ML models to self-learn more efficiently.
https://www.ibm.com/think/topics/rlhf
Reinforcement learning from human feedback (RLHF) is a machine learning technique in which a “reward model” is trained with direct human feedback, then used to optimize the performance of an artificial intelligence agent through reinforcement learning.
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