小鹏汽车大语言模型算法工程师
社招全职地点:深圳 | 上海状态:招聘
任职要求
1. 优秀的代码能力、数据结构和基础算法功底,熟练C/C++或Python,ACM/ICPC、NOI/IOI、Top Coder、Kaggle等比赛获奖者优先; 2. 熟悉NLP、CV相关的算法和技术,熟悉大模型训练、RL算法者优先; 3. 在大模型领域,主导过大影响力的项目或论文者优先; 4. 出色的问题分析和解决能力,能深入解决大模型训练和应用存在的问题; 5. 良好的沟通协作能力,能和团队一起探索新技术,推进技术进步。
工作职责
我们正在寻找对大语言模型(Large Language Model,LLM)充满热情的算法工程师,加入我们的核心AI团队。你将参与从模型预训练、微调、推理优化到多场景应用落地的全流程工作,推动LLII技术在对话系统、内容生成、知识推理、具身智能等领域的创新。 1. 探索超大规模模型,并进行极致系统优化; 2. 数据建设、指令微调、偏好对齐、模型优化; 3. 相关应用落地,包括生成创作、逻辑推理、情境对话等; 4. 在未来生活中的更多使用场景的深入研究和探索。
包括英文材料
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
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/
C+
https://www.freecodecamp.org/chinese/news/the-c-beginners-handbook/
本手册遵循二八定律。你将在 20% 的时间内学习 80% 的 C 编程语言。
https://www.youtube.com/watch?v=87SH2Cn0s9A
https://www.youtube.com/watch?v=KJgsSFOSQv0
This course will give you a full introduction into all of the core concepts in the C programming language.
https://www.youtube.com/watch?v=PaPN51Mm5qQ
In this complete C programming course, Dr. Charles Severance (aka Dr. Chuck) will help you understand computer architecture and low-level programming with the help of the classic C Programming language book written by Brian Kernighan and Dennis Ritchie.
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
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.
Kaggle+
[英文] Kaggle Learn
https://www.kaggle.com/learn
Gain the skills you need to do independent data science projects.
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.
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.
相关职位
社招CAI中台技术
1.提升LLM角色扮演、剧情生成等方向的能力,解决profile遵循、剧情多样性和自动化评估等相关技术问题; 2.探索LLM模型的CoT能力,负责在角色扮演、剧情生成等方向上落地; 3.关注LLM业界前沿动态,能够在实际工作中应用落地,并参与撰写技术文档和学术论文,分享和传播技术成果。
更新于 2025-05-06