蚂蚁金服【蚂蚁星】强化学习工程师
校招全职蚂蚁星计划 - Plan A地点:杭州状态:招聘
任职要求
1.有超强的分布式计算相关基础知识和分布式调度、存储、深度学习、NLP等方面的优化和性能调优经验; 2.精通至少一种编程语言,如C/C++、Java或Python,并具备出色的软件工程能力; 3.对技术保持持续的好奇心,具备快速学习并适应新技术的能力; 4.良好的沟通技巧和团队合作精神,能够与团队成员有效沟通并共同实现目标;
工作职责
蚂蚁集团分布式计算Ray团队,以跟加州伯克利大学RISELAB实验室合作开发的开源分布式计算引擎Ray(https://github.com/ray-project/ray)为通用底盘,打造下一代大规模分布式AI计算基础设施与生态。我们承载了蚂蚁200w+核的在线和离线AI计算任务,支撑着公司内大模型在线服务、在线机器学习、函数计算、离线推理、搜索推荐、图计算、多媒体计算、运筹优化等多种业务场景。 1. 负责AI计算引擎Ray从「通算」到「智算」场景的系统演进; 2.探索Ray及其AI生态在企业内部创新与落地,为公司AI应用发展提供Infra支持; 3.积极参与到Ray开源社区,通过讨论、文档撰写、代码贡献等形式推动Ray在AI及分布式计算领域的发展与创新。
包括英文材料
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
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.
性能调优+
https://goperf.dev/
The Go App Optimization Guide is a series of in-depth, technical articles for developers who want to get more performance out of their Go code without relying on guesswork or cargo cult patterns.
https://web.dev/learn/performance
This course is designed for those new to web performance, a vital aspect of the user experience.
https://www.ibm.com/think/insights/application-performance-optimization
Application performance is not just a simple concern for most organizations; it’s a critical factor in their business’s success.
https://www.oreilly.com/library/view/optimizing-java/9781492039259/
Performance tuning is an experimental science, but that doesn’t mean engineers should resort to guesswork and folklore to get the job done.
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
Java+
https://www.youtube.com/watch?v=eIrMbAQSU34
Master Java – a must-have language for software development, Android apps, and more! ☕️ This beginner-friendly course takes you from basics to real coding skills.
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.
相关职位
校招2026届蚂蚁星
AReaL团队聚焦强化学习技术,结合大模型泛化能力,研发开源开放的决策模型和强化学习训练系统,并应用于通用智能体模型和产品。 1. AReaL团队聚焦强化学习技术,结合大模型泛化能力,研发开源开放的决策模型和强化学习训练系统,并应用于智能体方向; 2. 参与蚂蚁自研强化学习推理模型的算法和训练系统研发。
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AReaL团队聚焦强化学习技术,结合大模型泛化能力,研发开源开放的决策模型和强化学习训练系统,并应用于通用智能体模型和产品。 1. AReaL团队聚焦强化学习技术,结合大模型泛化能力,研发开源开放的决策模型和强化学习训练系统,并应用于智能体方向; 2. 参与蚂蚁自研强化学习推理模型的算法和训练系统研发。
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蚂蚁集团国际AI智能部正在寻找有激情并且具有创新能力的算法工程师,通过使用AI技术,推动蚂蚁国际化业务的发展。全面了解蚂蚁国际业务发展,提供基于时间序列预测、强化学习、大语言模型等算法方案解决复杂的实际业务问题的机会。 1. 基于电商行为、支付等数据,利用深度学习、时序预测等AI技术进行现金流预测和交易量预测,并深度参与时序预测基础模型研发,帮助国际更加安全、高效的进行资金外汇管理; 2. 结合蚂蚁国际资金场景的复杂性,结合强化学习技术设计资金运营决策优化方案和外汇交易策略,达到增收、控风险的目标。