阿里巴巴业务技术-大模型算法专家-急招
社招全职3年以上地点:杭州状态:招聘
任职要求
1. 学历背景 • 计算机科学、人工智能、数学、电子工程等相关专业硕士及以上学历 2. 技术能力 • 精通深度学习和机器学习基础理论,熟悉Transformer架构及LLM原理 • 熟练掌握PyTorch/TensorFlow等深度学习框架 • 精通Python编程,熟悉Java/C++中至少一门语言 • 具备分布式训练、大规模数据处理等工程能力 3. 经验要求 • 2 年以上大模型相关算法研发经验 • 有SFT、强化学习等后训练技术实践经验 • 具备…
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工作职责
你可以获得: • 参与前沿AI技术研发,引领行业技术发展 • 与顶尖技术团队协作,攻克技术难题 • 技术成果直接服务海量用户,创造实际价值 • 完整的技术成长路径和职业发展机会 1. AI应用系统构建 • 设计和构建基于大模型的AI应用系统,包括智能客服、代码助手、AI运维等产品 • 运用指令微调(SFT)、强化学习(RLHF/DPO)等技术优化模型在特定场景的表现 • 构建完整的AI应用架构,涵盖数据处理、模型部署、用户交互等全链路 2. Agent智能体开发 • 设计和实现智能Agent系统,具备任务规划、工具调用、多轮交互等核心能力 • 构建多Agent协同框架,实现智能体间的分工协作和知识共享 • 探索Agent在复杂业务场景中的应用模式,如自动化运维、智能分析等 3. 业务场景优化 • 深入理解业务需求,将AI技术与实际场景深度结合,提升用户体验 • 优化AI应用在多轮对话、知识问答、决策支持等场景的效果和效率 • 与产品和工程团队协作,推动AI应用从原型到生产的完整落地
包括英文材料
学历+
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
机器学习+
https://www.youtube.com/watch?v=0oyDqO8PjIg
Learn about machine learning and AI with this comprehensive 11-hour course from @LunarTech_ai.
https://www.youtube.com/watch?v=i_LwzRVP7bg
Learn Machine Learning in a way that is accessible to absolute beginners.
https://www.youtube.com/watch?v=NWONeJKn6kc
Learn the theory and practical application of machine learning concepts in this comprehensive course for beginners.
https://www.youtube.com/watch?v=PcbuKRNtCUc
Learn about all the most important concepts and terms related to machine learning and AI.
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
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.
TensorFlow+
https://www.youtube.com/watch?v=tpCFfeUEGs8
Ready to learn the fundamentals of TensorFlow and deep learning with Python? Well, you’ve come to the right place.
https://www.youtube.com/watch?v=ZUKz4125WNI
This part continues right where part one left off so get that Google Colab window open and get ready to write plenty more TensorFlow code.
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.
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
还有更多 •••