
哈啰感知算法实习生(BEV方向)-【自动驾驶】
实习兼职技术地点:上海状态:招聘
任职要求
1、硕士及以上学历,计算机科学、人工智能、机器人等相关专业优先; 核心技能: 2、精通BEV感知算法研发经验,熟悉主流模型(如DETR3D、Sparse4D、BEVFormer、PETRv2等); 3、熟练掌握PyTorch/TensorFlow框架及C/C++/Python编程,具备模型部署优化能力; 4、熟悉目标检测(如YOLO、CenterNet)、多模态融合、3D重建等技术。
工作职责
1、负责自动驾驶系统中BEV(鸟瞰图)感知算法的研发与落地,包括但不限于2D/3D目标检测、语义分割、深度估计、OCC、车道线检测等任务; 2、基于视觉、激光雷达(LiDAR)或融合传感器数据,设计并优化BEV特征表示与感知模型,提升复杂场景下的环境理解能力; 3、研究并实现BEV感知算法的轻量化部署(如模型压缩、加速推理),满足车端实时性与算力约束; 4、跟踪学术前沿(如OCC、NeRF、Diffusion模型),推动算法创新并应用于实际业务场景。
包括英文材料
学历+
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/
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.
C+
https://www.freecodecamp.org/chinese/news/the-c-beginners-handbook/
本手册遵循二八定律。你将在 20% 的时间内学习 80% 的 C 编程语言。
https://www.youtube.com/watch?v=87SH2Cn0s9A
https://www.youtube.com/watch?v=KJgsSFOSQv0
This course will give you a full introduction into all of the core concepts in the C programming language.
https://www.youtube.com/watch?v=PaPN51Mm5qQ
In this complete C programming course, Dr. Charles Severance (aka Dr. Chuck) will help you understand computer architecture and low-level programming with the help of the classic C Programming language book written by Brian Kernighan and Dennis Ritchie.
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
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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