美团【北斗】多模态大语言模型算法研究员
校招全职核心本地商业-业务研发平台地点:北京状态:招聘
工作描述
任职要求 【任职资格】 必备条件: 1.2027届计算机、人工智能、数学、统计、电子信息、自动化等相关专业,本科及以上学历,博士/硕士优先。 2.扎实的机器学习与深度学习基础,熟悉Transformer、Vision Transformer、CLIP、VLM、MLLM等主流多模态模型架构,具备独立阅读和复现顶会论文的能力。 3.熟练掌握Python及PyTorch/JAX等主流深度学习框架,具备清晰的代码工程意识和端到端实验能力。 4.对多模态大模型训练流程有系统性理解,熟悉视觉编码器、语言模型、跨模态对齐、图文/视频数据构建、多模态指令微调等关键环节。 5.对多模态Agent构建有深入理解,熟悉任务规划、工具调用、视觉感知、跨模态推理、多轮交互、记忆机制与失败模式分析。 加分项: 1.在NeurIPS、ICML、ICLR、CVPR、ICCV、ECCV、ACL、EMNLP等顶会发表过论文,含在投,或有被广泛使用的开源项目。 2.参与过大规模多模态模型训练,或对分布…
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包括英文材料
学历+
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.
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
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.
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.
JAX+
https://docs.jax.dev/en/latest/notebooks/thinking_in_jax.html
JAX is a library for array-oriented numerical computation, with automatic differentiation and JIT compilation to enable high-performance machine learning research.
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.
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