
Momenta端到端大模型算法工程师(Mstar)
校招全职软件工程地点:北京 | 苏州 | 上海状态:招聘
任职要求
1. 计算机、软件工程、机器人、自动化等相关专业硕士及以上学历; 2. 具备数据驱动算法的研发能力,熟练相关技术栈,包括C++、Python,某种训练框架,如PyTorch; 3. 掌握相关领域的基础知识,算法基础(机器学习、深度学习、强化学习等)、数理基础; 4. 具有相关领域(如CV、NLP、PNC都可)的论文发表、业务研发经验。 Mstar专项招聘计划旨在招聘改变世界的顶尖人才,重塑未来人类出行方式。 如果你是竞赛大牛、学术达人、工程达人、超级学霸,欢迎应聘! 改变世界,百万年薪;超越智驾摩尔定律的世界级难题;全球化研发资源、大牛导师、十倍速成长!
工作职责
1. 设计并实现端到端智驾大模型,整合感知、规划与决策功能,提升模型的整体性能与效率; 2. 运用深度学习、强化学习、机器学习等技术,优化模型结构,提高模型对复杂驾驶场景的理解和应对能力; 3. 负责收集、标注和处理自动驾驶相关数据,构建高质量的数据集,为模型训练提供有力支持; 4. 利用数据增强、迁移学习等方法,提升数据利用效率,优化模型的泛化能力; 5. 跟踪自动驾驶和人工智能领域的最新研究成果,探索新技术在端到端大模型中的应用可能性。
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/
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.
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.
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.
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.
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.
相关职位

校招软件工程
1.研发基于多传感器(激光雷达、摄像头等)的4D时空场景重建和生成算法,融合时序信息实现动态物体和静态场景高精度建模; 2.研发场景生成、可交互视频生成等技术,支持自动驾驶场景的高保真场景生成,用于端到端自动驾驶算法的闭环仿真和强化学习训练; 3.结合闭环仿真结果,对场景生成相关算法进行迭代,推动端到端自动驾驶系统的联合优化。
更新于 2025-10-11