阿里巴巴日常实习生-用户互动-AI Agent优化工程师(训练/数据/评测)
实习兼职阿里巴巴日常实习生地点:杭州状态:招聘
工作描述
任职要求 基础要求 1、专业要求:计算机、数学、统计学等相关专业硕士/博士优先,优秀本科生不受限制; 2、模型理解与优化:深入理解Transformer和主流LLM模型架构演进原理,对后训练算法有实操经验和深刻认知,拥有Agentic RL训练实操经验者优先; 3、AI应用构建能力:掌握主流AI协议(MCP、Skills等)、记忆系统(Memory)、知识库(RAG),独立开发过具备一定影响力AI应用者优先; 4、代码与工程能力:较强Python编程能力,熟练掌握Pytorch,了解大模型训练与推理框架(Megatron-LM、vLLM、DeepSpeed等),能高效处理分布式环境下的工程问题; 5、数据构建能力:有很强的Data-centric AI的意识,精通后训练所需高质量数据挖掘与构造,具备合成数据(Synthetic Data)与动作轨迹(Trajectory)构建实操经验者优先; 6、评测能力:拒绝盲目调参,能针对Ag…
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包括英文材料
Transformer+
https://huggingface.co/learn/llm-course/en/chapter1/4
Breaking down how Large Language Models work, visualizing how data flows through.
https://poloclub.github.io/transformer-explainer/
An interactive visualization tool showing you how transformer models work in large language models (LLM) like GPT.
https://www.youtube.com/watch?v=wjZofJX0v4M
Breaking down how Large Language Models work, visualizing how data flows through.
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
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/
MCP+
https://www.youtube.com/watch?v=eur8dUO9mvE
Unlock the secrets of MCP! 🚀 Dive into the world of Model Context Protocol and learn how to seamlessly connect AI agents to databases, APIs, and more. Roy Derks breaks down its components, from hosts to servers, and showcases real-world applications. Gain the knowledge to revolutionize your AI projects!
https://www.youtube.com/watch?v=L94WBLL0KjY
Let's talk about MCP or the Model Context Protocol.
RAG+
https://www.youtube.com/watch?v=sVcwVQRHIc8
Learn how to implement RAG (Retrieval Augmented Generation) from scratch, straight from a LangChain software engineer.
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.
PyTorch+
https://datawhalechina.github.io/thorough-pytorch/
PyTorch是利用深度学习进行数据科学研究的重要工具,在灵活性、可读性和性能上都具备相当的优势,近年来已成为学术界实现深度学习算法最常用的框架。
https://www.youtube.com/watch?v=V_xro1bcAuA
Learn PyTorch for deep learning in this comprehensive course for beginners. PyTorch is a machine learning framework written in Python.
Megatron+
https://www.youtube.com/watch?v=hc0u4avAkuM
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