滴滴路况红绿灯高级/资深算法研发工程师(JR2026040200E)
社招全职1年以上技术地点：北京状态：招聘
工作描述
任职要求 任职要求 1. 本科及以上学历，计算机/AI/自动化/GIS/交通/数学等相关专业，1年及以上路况算法、时空建模相关研发经验。 2. 对深度学习、spatio-temporal（时空）建模有扎实的理解与实践经验，熟悉时空序列预测、时空特征挖掘相关算法。 3. 熟练掌握Python编程语言，精通PyTorch/TensorFlow等深度学习框架，有丰富的模型调优经验。 4. 熟悉Hadoop/Spark等分布式计算技术，具备海量时空交通数据处理、分析经验者优先。 5. 有红绿灯倒计时预测、实时路况算法优化、道路动态预警相关项目经验…
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包括英文材料
学历+
GIS+
https://www.osgeo.org/resources/learn-gis-free-complete-course/
Learning GIS, especially a modern GIS approach, can seem overwhelming, but this video explains how to take a four-step process to learn modern GIS and some tools to help you get started!
https://www.youtube.com/watch?v=n9dDsYLIx1c
Learning GIS, especially a modern GIS approach, can seem overwhelming, but this video explains how to take a four-step process to learn modern GIS and some tools to help you get started!
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.
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.
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.
Hadoop+
https://www.runoob.com/w3cnote/hadoop-tutorial.html
Hadoop 为庞大的计算机集群提供可靠的、可伸缩的应用层计算和存储支持，它允许使用简单的编程模型跨计算机群集分布式处理大型数据集，并且支持在单台计算机到几千台计算机之间进行扩展。
[英文] Hadoop Tutorial
https://www.tutorialspoint.com/hadoop/index.htm
Hadoop is an open-source framework that allows to store and process big data in a distributed environment across clusters of computers using simple programming models.
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