小鹏汽车大模型算法高级/资深工程师
社招全职地点：北京状态：招聘
任职要求
1、计算机、数学、自动化、人工智能等相关专业的硕士研究生及以上学历； 2、具备自然语言处理和机器学习特定领域的经验，有智能语音交互、大模型落地、强化学习训练和优化经验优先考虑； 3、出色的编码技能，熟练掌握至少一种编程语言，如Python、C++，并具备算法和数据结构的扎实基础； 4、熟练掌握至少一种深度学习框架比如PyTorch，深刻理解大模型基础训练框架，包括其训练和部署的具体细节； 5、在大模型领域，主导过大影响力的项目或发表过高质量论文者优先； 6、具有较强的学习能力、清晰的逻辑思维能力和出色的沟通表达能力，对大模型尤其是逻辑推理能力抱有强烈的好奇心和兴趣；
工作职责
1.负责智能语音交互链路慢思考、大模型推理相关算法的研究和落地； 2.调研和实现大模型前沿算法，基于强化学习，思维链等方式，实践大模型逻辑推理能力在语音交互中落地； 3.承担智能语音链路慢思考相关的交互效果迭代； 4.负责智能语音算法组件的实现、封装、工程对接。与工程协作，完成算法模块的设计、开发、测试和优化工作；
包括英文材料
学历+
NLP+
https://www.youtube.com/watch?v=fNxaJsNG3-s&list=PLQY2H8rRoyvzDbLUZkbudP-MFQZwNmU4S
Welcome to Zero to Hero for Natural Language Processing using TensorFlow!
https://www.youtube.com/watch?v=R-AG4-qZs1A&list=PLeo1K3hjS3uuvuAXhYjV2lMEShq2UYSwX
Natural Language Processing tutorial for beginners series in Python.
https://www.youtube.com/watch?v=rmVRLeJRkl4&list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4
The foundations of the effective modern methods for deep learning applied to NLP.
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.
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
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.
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
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/
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
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
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.
相关职位
社招2年以上
1. 负责车载人机交互系统中的语音识别模块，包括语音识别，语音大模型等相关领域算法的研发与落地； 2. 追踪算法前沿技术，针对现有系统和算法的不足，提出改进并推动实现，探索将新技术应用于实际业务；
更新于 2024-01-18
社招
自动驾驶视觉算法高级/资深工程师（占据网络） 1、车载视觉感知算法以及端到端算法方向，用于车端高阶辅助驾驶功能。 2、侧重视觉BEVNet以及Lidar感知，包含但不限于检测、分割、深度估计等任务。 3、负责障碍物感知模型车端交付。 4、负责障碍物感知用户车数据闭环，大模型数据挖掘，视觉3D重建Autolabel。 5、负责自驾感知Foundation Model，World Model E2E仿真和数据生成。
更新于 2023-08-30
社招自动驾驶板块
1. 模型训练和推理框架搭建和优化。 2. 强化学习训练框架搭建和优化。 3. 和算法团队紧密配合，解决训练过程中的瓶颈，提高模型训练和部署效率。 4. 开发训练中需要的各类评测及可视化工具。
更新于 2025-09-09
社招住宿业务AI &
负责 LLM 在软件研发领域的应用与落地，采用包括但不限于LLM、Agent/Multi-agent、Tool Learning、RAG、RLHF等技术，探索大模型和软件研发领域的结合，实现在业务中的应用落地。负责算法模型研发，包含但不限于Embedding、SFT、Self-instruct;参与领域模型的全流程工作，包括但不限于数据、训练、评测、推理部署，保证数据的高质量和有效性;探索Agent在复杂任务中的应用，实现基于LLM的复杂任务在软件研发领域场景的应用落地。
更新于 2025-09-15