小米云端大模型算法实习生
实习兼职地点：武汉状态：招聘
任职要求
1、扎实的C++或Python语言知识及熟练运用, 扎实的数据结构与算法知识； 2、在自动驾驶相关的感知算法（包括BEV感知，3D Detection/Segmentation，Occupancy Network，多传感器融合，NerF，单目/多目深度估计，三维重建）中的一个或多个领域有过深入研究的经历； 3、计算机，数学，机器学习，机器人，自动驾驶或相关专业优先； 4、有使用 NeRF、3D 场景生成和传感器仿真等相关科研或应用经验优先； 5、具有自动驾驶相关项目经验者优先考虑；
工作职责
1、负责数据驱动的云端大模型算法研发和优化，研发场景与标签的生成式算法技术，探索视觉/点云基座大模型的前沿算法与应用，包括但不限于depth/semantic/flow等方向 2、基于海量量产数据，研发无监督/自监督算法，持续探索大模型的语义理解能力和空间感知能力；
包括英文材料
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.
数据结构+
https://www.youtube.com/watch?v=8hly31xKli0
In this course you will learn about algorithms and data structures, two of the fundamental topics in computer science.
https://www.youtube.com/watch?v=B31LgI4Y4DQ
Learn about data structures in this comprehensive course. We will be implementing these data structures in C or C++.
https://www.youtube.com/watch?v=CBYHwZcbD-s
Data Structures and Algorithms full course tutorial java
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/
自动驾驶+
https://www.youtube.com/watch?v=_q4WUxgwDeg&list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr
Lecture: Self-Driving Cars (Prof. Andreas Geiger, University of Tübingen)
https://www.youtube.com/watch?v=NkI9ia2cLhc&list=PLB0Tybl0UNfYoJE7ZwsBQoDIG4YN9ptyY
You will learn to make a self-driving car simulation by implementing every component one by one. I will teach you how to implement the car driving mechanics, how to define the environment, how to simulate some sensors, how to detect collisions and how to make the car control itself using a neural network.
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.
相关职位
实习
1、探索自动驾驶云端大模型算法研发和优化，包括但不限于4D真值自动化标注、场景理解等方向； 2、探索云端视觉大模型的前沿算法与应用，包括但不限于depth/semantic/flow等方向 3、探索基于海量量产数据，研发无监督/自监督算法，持续探索大模型的语义理解能力和空间感知能力；
更新于 2025-04-25
实习
1、探索自动驾驶云端大模型算法研发和优化，包括但不限于4D真值自动化标注、场景理解等方向； 2、探索云端视觉大模型的前沿算法与应用，包括但不限于depth/semantic/flow等方向 3、探索基于海量量产数据，研发无监督/自监督算法，持续探索大模型的语义理解能力和空间感知能力；
更新于 2025-07-28
实习IDG
-负责设计和研发感知车端模型/云端大模型所需数据的自动标注算法，提升离线算法标注的质量和推理效率 -负责设计和研发感知车端模型/云端大模型所需数据的半自动标注算法，提升人机交互标注的质量和效率 -标注任务包括但不限于：点云检测/识别/分割、图像检测/识别/分割等 -配合上下游完成其它方向工作内容
更新于 2024-04-28
