美团无人车业务部-决策规划模型算法工程师
社招全职2年以上软硬件服务-无人车业务部地点:北京 | 深圳状态:招聘
任职要求
- 扎实工程经验和计算机算法基础,有良好的编程语言基础,熟悉决策模型 - 扎实的数据闭环的算法能力,深入理解模仿学习、强化学习、序列…
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工作职责
负责提升自动驾驶决策规划模型能力,利用数据驱动的方法训练安全、高效、拟人的行为模型,评估交付提升实车能力表现。主要工作包含:1)构建闭环训练算法,包括不限于自回归、flowmathing等算法,利用模仿学习+强化学习优化策略,优化提升模型的交互能力。2)构建数据闭环算法管线,包含conner case生成、伪标签生成、对抗样本生成等方法,提升模型在长尾问题上的表现
包括英文材料
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/
强化学习+
https://cloud.google.com/discover/what-is-reinforcement-learning?hl=en
Reinforcement learning (RL) is a type of machine learning where an "agent" learns optimal behavior through interaction with its environment.
https://huggingface.co/learn/deep-rl-course/unit0/introduction
This course will teach you about Deep Reinforcement Learning from beginner to expert. It’s completely free and open-source!
https://www.kaggle.com/learn/intro-to-game-ai-and-reinforcement-learning
Build your own video game bots, using classic and cutting-edge algorithms.