小鹏汽车【实习生】Research Intern(世界模型)
实习兼职地点:深圳 | 上海状态:招聘
工作描述
任职要求 职位要求 计算机、人工智能、电子工程、自动化等相关专业在校生,硕士、博士研究生优先,欢迎具备扎实基础与相关实践经验的优秀本科生; 对世界模型、具身智能、大模型交叉方向有强烈兴趣,具备扎实的机器学习与深度学习基础,了解 Transformer / Diffusion / VLM 等模型; 在以下任一方向有研究、项目、实习或课程实践经验:多模态大模型、AIGC / 视频生成、强化学习、Robotics / 具身智能、3D Vision、大规模训练与推理系统; 熟练使用 Python 与 PyTorch,具备良好的代码实现与调试能力,能够阅读论文、复现方法并开展实验; 思维开放、谦逊、自驱,好奇心强,具备良好的学习能力与团队协作意识,愿意持续探索有挑战性的问题; 能够保证稳定的实习投入,能够长期实习者优先,具体到岗时间与实习周期可沟通。 有相关工程实践经验者优先,包括机器人真机部署与测试、训练与推理基础设施建设、分布式训练、推理加速及性能优化等,具备系统调试与问题定位能力。 【加分项】 在 CVPR / ICCV / ECCV / CoRL / ICRA / NeurIPS / ICLR / ICML / SIGGRAPH 等顶会顶刊发表过相关论文,或有展现研究潜力的成果; 有多模态 / 大模型 / 世界模型 / 视频生成 / 机器人相关的深入项目实践或开源贡献; 有分布式训练、CUDA / 算子优化、推理部署等系统方向经验; 有 ACM/ICPC、NO…
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包括英文材料
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
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.
AIGC+
https://ui.adsabs.harvard.edu/abs/2023arXiv230406632W/abstract
To address the challenges of digital intelligence in the digital economy, artificial intelligence-generated content (AIGC) has emerged.
强化学习+
https://cloud.google.com/discover/what-is-reinforcement-learning?hl=en
Reinforcement learning (RL) is a type of machine learning where an "agent" learns optimal behavior through interaction with its environment.
https://huggingface.co/learn/deep-rl-course/unit0/introduction
This course will teach you about Deep Reinforcement Learning from beginner to expert. It’s completely free and open-source!
https://www.kaggle.com/learn/intro-to-game-ai-and-reinforcement-learning
Build your own video game bots, using classic and cutting-edge algorithms.
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.
CVPR+
https://cvpr.thecvf.com/
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