商汤自驾感知算法研究员
社招全职算法研究地点：上海状态：招聘
包括英文材料
学历+
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.
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/
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
图像处理+
https://opencv.org/blog/computer-vision-and-image-processing/
This fascinating journey involves two key fields: Computer Vision and Image Processing.
https://www.geeksforgeeks.org/python/image-processing-in-python/
Image processing involves analyzing and modifying digital images using computer algorithms.
https://www.youtube.com/watch?v=kSqxn6zGE0c
In this Introduction to Image Processing with Python, kaggle grandmaster Rob Mulla shows how to work with image data in python!
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.
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
相关职位
校招自动车配送部
1. 端到端自动驾驶建模：参与、设计及实现端到端的自动驾驶建模方法，搭建从传感器数据到行为决策的端到端模型。 2. 多模态大模型在自动驾驶场景中的适配和优化：如：大模型指令微调和策略迭代、开放场景下的目标识别技术等，以适应不同的自驾场景，并提高模型的鲁棒性和泛化能力。 3. 基于生成模型的离线感知能力建设，研发基于扩散模型的场景生成技术和仿真技术。开发离线生成-真实数据闭环系统。
更新于 2025-05-23
社招
自动驾驶视觉算法高级/资深工程师（占据网络） 1、车载视觉感知算法以及端到端算法方向，用于车端高阶辅助驾驶功能。 2、侧重视觉BEVNet以及Lidar感知，包含但不限于检测、分割、深度估计等任务。 3、负责障碍物感知模型车端交付。 4、负责障碍物感知用户车数据闭环，大模型数据挖掘，视觉3D重建Autolabel。 5、负责自驾感知Foundation Model，World Model E2E仿真和数据生成。
更新于 2023-08-30