阿里云阿里云智能-AI Agent研发工程师-AI搜索-杭州
社招全职5年以上云智能集团地点:杭州 | 北京 | 上海状态:招聘
工作描述
任职要求 1.职位要求 基础条件 ● 计算机科学、人工智能、软件工程或相关专业本科及以上学历。 ● 5-8 年以上搜索、推荐、NLP、大模型应用、AI Agent 或大规模分布式系统核心研发经验,条件优秀者可放宽年限要求。 ● 具备极强的工程落地能力,精通 Python、Go、Java、C++ 中至少一到两门语言。 ● 有复杂系统架构设计经验,能够从业务目标出发设计可扩展、可维护、可评估的技术方案。 核心技术能力 ● Agent 与 LLM 应用架构:熟悉 AI Agent 的核心机制,包括任务规划、工具调用、工作流编排、记忆管理、上下文管理、多 Agent 协作等;有 LangChain、LlamaIndex、AutoGen、LangGraph、CrewAI 或自研 Agent Framework 的实战经验。 ● RAG 与 Agentic Search:深入理解 RAG、Hybrid Search、Query Rewriting、Reranking、Context Compression、GraphRAG、多跳检索、Deep Search 等技术,有复杂知识问答或企业智能搜索系统落地经验。 ● 搜索与检索系统:熟悉 Elasticsearch、Lucene、Solr、Milvus、Qdrant、Weaviate、Faiss 等搜索或向量检索系统,理解倒排索引、向量索引、召回排序、相关性优化与大规模集群调优。 ● 大模型工程化:熟悉 LLM 基础原理与应用接口,了解 Prompt Engineering、Function Calling / Tool Calling、SFT、模型路由、推理加速、上下文管理、缓存与成本优化等工程实践。 ● 评测与可观测性:理解 Agent / RAG 系统的评测方法,能够设计离线评测集、在线反馈机制、A/B 实验、自动化评测Pipeline,并基于数据持续改进系统效果。 ● 分布式与云原生:熟悉微服务架构、消息队列、任务调度、缓存、数据库、K8s、Docker 等基础设施,有高并发、高可用、低延迟系统的设计与性能调优经验。 优先考虑 ● 有 Agentic Search、Deep Research、企业知识库问答、AI 助手或通用 Agent 平台从 0 到 1 的核心开发经验。 ● 有 Agent Runtime、Workflo…
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包括英文材料
学历+
NLP+
https://www.youtube.com/watch?v=fNxaJsNG3-s&list=PLQY2H8rRoyvzDbLUZkbudP-MFQZwNmU4S
Welcome to Zero to Hero for Natural Language Processing using TensorFlow!
https://www.youtube.com/watch?v=R-AG4-qZs1A&list=PLeo1K3hjS3uuvuAXhYjV2lMEShq2UYSwX
Natural Language Processing tutorial for beginners series in Python.
https://www.youtube.com/watch?v=rmVRLeJRkl4&list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4
The foundations of the effective modern methods for deep learning applied to NLP.
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
AI agent+
https://www.ibm.com/think/ai-agents
Your one-stop resource for gaining in-depth knowledge and hands-on applications of AI agents.
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
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.
Go+
https://www.youtube.com/watch?v=8uiZC0l4Ajw
学习Golang的完整教程!从开始到结束不到一个小时,包括如何在Go中构建API的完整演示。没有多余的内容,只有你需要知道的知识。
Java+
https://www.youtube.com/watch?v=eIrMbAQSU34
Master Java – a must-have language for software development, Android apps, and more! ☕️ This beginner-friendly course takes you from basics to real coding skills.
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
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.
LangChain+
https://python.langchain.com/docs/tutorials/
New to LangChain or LLM app development in general? Read this material to quickly get up and running building your first applications.
https://www.freecodecamp.org/news/beginners-guide-to-langchain/
LangChain is a popular framework for creating LLM-powered apps.
LlamaIndex+
https://developers.llamaindex.ai/python/framework/getting_started/starter_example/
This tutorial will show you how to get started building agents with LlamaIndex.
https://www.ibm.com/think/tutorials/llamaindex-rag
LlamaIndex is a powerful open source framework that simplifies the process of building RAG pipelines.
AutoGen+
https://microsoft.github.io/autogen/0.2/docs/Getting-Started/
AutoGen is an open-source programming framework for building AI agents and facilitating cooperation among multiple agents to solve tasks.
https://www.youtube.com/watch?v=JmjxwTEJSE8
Whether you know everything there to AI Agents or are a complete beginner, I believe there is something to learn here.
开发框架+
[英文] Understanding Modern Development Frameworks: A Guide for Developers and Technical Decision-makers
https://www.freecodecamp.org/news/understanding-modern-development-frameworks-guide-for-devs/
RAG+
https://www.youtube.com/watch?v=sVcwVQRHIc8
Learn how to implement RAG (Retrieval Augmented Generation) from scratch, straight from a LangChain software engineer.
信息检索+
https://nlp.stanford.edu/IR-book/information-retrieval-book.html
Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, Introduction to Information Retrieval, Cambridge University Press. 2008.
ElasticSearch+
https://www.youtube.com/watch?v=a4HBKEda_F8
Learn about Elasticsearch with this comprehensive course designed for beginners, featuring both theoretical concepts and hands-on applications using Python (though applicable to any programming language). The course is structured in two parts: first covering essential Elasticsearch fundamentals including index management, document storage, text analysis, pipeline creation, search functionality, and advanced features like semantic search and embeddings; followed by a practical section where you'll build a real-world website using Elasticsearch as a search engine, working with the Astronomy Picture of the Day (APOD) dataset to implement features such as data cleaning pipelines, tokenization, pagination, and aggregations.
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