滴滴智驾仿真工程师(3DGS方向)(JR20260408002)
社招全职技术地点:北京状态:招聘
任职要求
1、计算机科学、人工智能、自动化等相关专业硕士及以上学历,扎实的深度学习、概率论与优化理论功底 2、熟练掌握Python/C++,熟悉PyTorch/TensorRT,具备良好的数据结构与算法基础; 3、深入理解3DGS、NeRF等神经渲染技术,有相关项目复现或改进经验; 4、具备从0到1的算法落地经验,熟悉工业级数据管线、模型压缩…
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工作职责
1、主导Feedforward-3DGS核心算法研发,推动实时渲染与动态场景重建技术落地,支撑端到端模型训练与闭环仿真; 2、探索端到端大模型中的3DGS监督,以自监督方式对BEV、OCC等特征进行优化,提升模型泛化性; 3、设计高效训练管线,实现算法从原型到产品的全链路部署,优化大模型在显卡硬件训练与推理效率;
包括英文材料
学历+
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
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.
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
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.
TensorRT+
https://docs.nvidia.com/deeplearning/tensorrt/latest/getting-started/quick-start-guide.html
This TensorRT Quick Start Guide is a starting point for developers who want to try out the TensorRT SDK; specifically, it demonstrates how to quickly construct an application to run inference on a TensorRT engine.
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
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