美团【转正实习】大模型算法工程师
实习兼职核心本地商业-点评事业部地点:北京 | 上海状态:招聘
任职要求
1.硕士及以上学历,计算机、数学、统计学或相关专业; 2.扎实的算法功底,熟悉自然语言处理和机器学习技术,对技术开发及应用有热情; 3.熟悉Python/Java等编程语言,有一定工程能力; 4.熟悉PyTorch/…
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工作职责
1.研究大模型前沿技术,包括但不限于预训练,指令微调和强化学习等对齐技术,多模态、可控文本生成等; 2.负责大模型高效分布式训练和性能优化; 3.研究模型压缩和推理优化技术,包括但不限于剪枝、量化及知识蒸馏等; 4.推动大模型在搜索、客服、推荐、广告等场景规模化落地; 5.参与大模型平台建设。
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/
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.
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.
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.
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实习食杂零售
1.研究大模型和搜索推荐前沿技术,基于AI技术对搜索推荐系统进行技术升级和下一代算法架构新范式的探索; 2.负责美团生成式搜索和交互式对话系统的设计与开发,探索Agent、RAG、领域模型调优等相关技术在生活服务场景落地; 3.负责生成式推荐技术的探索和开发,并在美团推荐场景落地; 4.探索大模型技术在美团平台各场景的落地应用,参与产品需求分析,通过技术提升用户体验,提供有价值的解决方案。
更新于 2025-02-26北京|上海|成都
实习核心本地商业-基
1.研究大模型智能体和对话技术的基础核心能力,包括推理、规划、复杂指令遵循、知识注入、偏好对齐、拟人沟通等核心能力; 2.基于大模型,研发语音/对话交互场景各类智能体应用,支持智能客服、语音智能分析等项目,提升美团服务能力和效率; 3.深入理解智能体和对话交互相关业务场景,进行重点难点技术攻关工作,将技术优化与业务场景联系起来,快速解决业务痛点问题; 4.不断探索技术新领域,持续推动技术能力的沉淀和技术氛围的建设。
更新于 2025-02-26北京|上海
