小鹏汽车AI算法开发资深工程师/专家
社招全职3年以上地点:上海 | 广州状态:招聘
任职要求
1. 硕士及以上学历,计算机、自动化、控制工程、车辆工程、人工智能等相关专业; 2. 3年以上AI算法开发经验,有大模型、深度学习、强化学习等方面项目实操及落地经验; 3. 熟悉主流AI开发框架(如TensorFlow、PyTorch等)、模型训练与微调、数据处理与分析等核心技术; 4. 具备车辆动力系统、整车架构、能耗模拟、车辆控制等领域相关知识,有新能源汽车行业工程背景优先; 5. 能独立承担从算法方案设计、实现到整车平台落地的全过程,具备系统性问题分析与创新能力; 6. 具备良好的跨部门沟通能力、业务理解力和团队合作精神; 7. 有参与过车企/零部件企业整车智能化项目者或智能控制、安全、舒适性相关创新项目经验优先。
工作职责
1. 负责基于大模型、强化学习等AI技术,对新能源汽车整车能耗优化、主动安全控制、驾乘舒适性等功能的相关算法方案设计与开发; 2. 深入参与AI模型训练、微调及部署流程,结合车辆实际工况和业务需求,推动AI技术在整车端的创新应用,并实现量产落地; 3. 配合动力总成、电控、底盘等相关部门,基于车载数据开展能耗预测、智能驾驶策略、异常检测、舒适性优化等多维度创新课题攻关; 4. 跟进AI前沿技术发展趋势,持续推动包括多模态、大模型、强化学习等新算法在新能源汽车行业的落地实践; 5. 参与相关测试验证,推动算法向实际车辆移植、集成和优化,解决工程化中的技术难题; 6. 支持专利/论文的技术文档输出及内部技术分享。
包括英文材料
学历+
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/
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
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
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.
开发框架+
[英文] Understanding Modern Development Frameworks: A Guide for Developers and Technical Decision-makers
https://www.freecodecamp.org/news/understanding-modern-development-frameworks-guide-for-devs/
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.
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.
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