小鹏汽车自动驾驶世界模型算法高级/资深工程师/专家
社招全职4年以上地点:上海 | 广州状态:招聘
任职要求
1. 应用数学、计算机、机器学习等相关专业的硕士/博士,4年以上模型领域工作经历; 2. 有智驾感知算法,3DGS/NeRF、Diffusion、多模态、生成式模型,其中某一或者多个领域相关的技术研发及产品落地经验; 3. 有计算机视觉及模式识别领域顶会(CVPR/ICCV/ECCV/NeurIPS等)论文者优先; 4. 深入掌握Python,有算法落地方面(内存、耗时、分布式运算等)的优化经历。
工作职责
1. 负责自动驾驶世界模型、场景重建相关技术的研究、算法开发、性能调优;相关技术包括3DGS/NeRF、Diffusion Model、多模态、生成式模型等; 2. 负责世界模型在自动驾驶闭环仿真场景生成领域的量产落地,解决落地过程中的关键技术问题; 3. 跟进相关领域世界模型的前沿技术,保持技术行业领先;
包括英文材料
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.
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/
OpenCV+
https://learnopencv.com/getting-started-with-opencv/
At LearnOpenCV we are on a mission to educate the global workforce in computer vision and AI.
https://opencv.org/university/free-opencv-course/
This free OpenCV course will teach you how to manipulate images and videos, and detect objects and faces, among other exciting topics in just about 3 hours.
模式识别+
https://www.mathworks.com/discovery/pattern-recognition.html
Pattern recognition is the process of classifying input data into objects, classes, or categories using computer algorithms based on key features or regularities.
https://www.microsoft.com/en-us/research/wp-content/uploads/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf
Pattern recognition has its origins in engineering, whereas machine learning grew out of computer science.
CVPR+
https://cvpr.thecvf.com/
ICCV+
https://iccv.thecvf.com/
ICCV is the premier international computer vision event comprising the main conference and several co-located workshops and tutorials.
ECCV+
https://eccv.ecva.net/
ECCV is the official event under the European Computer Vision Association and is biannual on even numbered years.
NeurIPS+
https://neurips.cc/
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.
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