滴滴预测算法工程师(J240907004)
社招全职技术地点：北京状态：招聘
任职要求
- 在计算机科学、机器学习/深度学习、机器人等相关领域获得硕士或博士学位 - 有机器学习或深度学习相关经验，包括模型训练、部署、测试等 - 熟悉一种以上深度学习框架，如Tensorflow和Pytorch - 良好的沟通和协作能力 - 熟练掌握Python和C++，有丰富的系统设计和开发经验者优先 - 有自动驾驶领域Prediction和Planning经验者优先
工作职责
- 应用先进的深度学习技术，解决自动驾驶中智能体的行为理解、预测和规划问题 - 研究和发展创新性的深度学习模型，用以实时理解和预测其他交通参与者的行为，并做出合理运动规划 - 设计和优化基于深度学习方法的在线预测和规划系统，增强系统的实时性和鲁棒性 - 开发和完善模型训练的离线系统，包括数据挖掘、数据处理，和模型评估及可视化
包括英文材料
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.
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
学历+
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.
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
系统设计+
https://roadmap.sh/system-design
Everything you need to know about designing large scale systems.
https://www.youtube.com/watch?v=F2FmTdLtb_4
This complete system design tutorial covers scalability, reliability, data handling, and high-level architecture with clear explanations, real-world examples, and practical strategies.
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.
相关职位
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1、负责开发交互式多模态轨迹预测、意图预测等技术； 2、负责预测模型的预训练，预测大模型研发； 3、负责end-2-end自动驾驶算法研发； 4、追踪自动驾驶行业和深度学习技术的最新进展，力争打造菜鸟无人驾驶系统，开创未来无人物流的新格局。
更新于 2025-05-30
社招IDG
-与感知模型等算法工程师、决策规划算法工程师协同，设计与实现自动驾驶预测模型算法（高速/城区场景），达成分层架构下较好交互效果 -设计与实现支持多场景、多障碍物类别的可迭代预测算法 -预测模型相关数据挖掘、数据分析、自动迭代等的自动化化研发工作 -探索learning-based决策规划与端到端方案
更新于 2025-07-04