美团感知算法实习生
实习兼职无人车业务部地点:北京状态:招聘
任职要求
1.本科以上学历,计算机/电子工程等相关方向; 2.具有良好的机器学习/深度学习基础,掌握数据驱动的方法和评估; 3.熟悉计算机视觉/激光点云处理领域分类/分割/检测等算法; 4.具备较好的工程开发能力,熟练掌…
登录查看完整任职要求
微信扫码,1秒登录
工作职责
负责自动驾驶系统中,感知功能模块的算法研发和工程优化,包括但不限于感知统一模型、检测、OCC、跟踪和意图、E2E模型等方向。
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.
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.
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/
还有更多 •••
相关职位
实习
1. 机器人感知算法的数据处理,模型训练和优化; 2. 完善数据质量、模型性能评估体系,建立能够覆盖实际场景的评测系统; 3. 搭建自动化数据标注,数据生产闭环系统。
更新于 2025-07-01北京
实习
1. 负责自动驾驶业务场景下的感知算法研发,调研跟进前沿算法,辅助业务落地,包括但不限于: a)激光雷达3D多任务感知,如3D Object Detection,3D Semantic Segmentation, 3D Occupancy Flow Prediction, EndToEnd, World Model等; b)BEV视觉感知和前融合算法,如BEVDet,BEVFusion,Occupancy Network等; c)感知全链路研发,如跟踪,多传感器融合等; 2. 负责自动驾驶数据算法研发,助力数据自动化生产和4D真值构建,包括单不限于: a) SLAM/SFM算法研发; b) 基于Deep Learning的MonoDepth/Multi-View Stereo算法研发; c)NerF相关算法研发; d)大模型AIGC、LMM、NerF、3D Gaussian生成等技术研发; 3. 将相关结果总结沉淀,发表高水平论文 。
更新于 2025-05-07上海

实习算法研究
1. 设计、开发和优化自动驾驶系统中的静态元素BEV感知算法(包括车道线检测、停止线、地面箭头、车位等元素); 2. 参与大规模自动驾驶数据集的处理及管理,进行数据前处理或模型后处理工作; 3. 配合产线相关标注工艺工作,标注工具改进等工作事项。
更新于 2025-06-04上海
