【美团】搜索推荐算法专家
全职社招核心本地商业-美团平台地点:北京状态:招聘
工作描述
任职要求
1.硕士研究生及以上学历,计算机、统计学、数学或相关专业,具备良好的数学基础和编程能力; 2.熟悉机器学习、深度学习、自然语言处理等领域的专业知识,3年及以上搜相关领域算法优化工作经验; 3.熟练使用Hive/Spark/Hadoop等大数据工具,熟悉TensorFlow/PyTorch等框架,具备大规模深度学习项目实际经验,具备良好的代码开发能力; 4.具备优秀的逻辑思维能力和问题分析能力,能够对复杂问题进行拆分,制定方案时能将理论实践与创新思维相结合; 5.具备良好的沟通协作能力,具有团队合作意识,对具有挑战性的问题充满激情。 具备以下条件优先 1.熟悉地图LBS业务; 2.在机器学习、数据挖掘、信息检索等领域有发表过论文; 3.有搜索、推荐、广告等业务上大规模机器学习优化落地经验。
工作职责
1.负责美团平台地图服务的搜推算法策略迭代,优化用户搜推体验,提升地理位置搜索推荐准确率,提高用户点击率和转化率等核心指标; 2.应用大模型/NLP/深度学习/机器学习等理论和方法,优化查询理解、召回、粗排、精排、重排等算法模块; 3.负责前沿技术探索,包括大模型技术在搜索场景的落地应用。
包括英文材料
学历
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.
算法+
https://roadmap.sh/datastructures-and-algorithms
Step by step guide to learn Data Structures and Algorithms in 2025
https://www.w3schools.com/dsa/
Hive+
https://www.youtube.com/watch?v=D4HqQ8-Ja9Y
Spark+
[英文] Learning Spark Book
https://pages.databricks.com/rs/094-YMS-629/images/LearningSpark2.0.pdf
This new edition has been updated to reflect Apache Spark’s evolution through Spark 2.x and Spark 3.0, including its expanded ecosystem of built-in and external data sources, machine learning, and streaming technologies with which Spark is tightly integrated.
面向对象+
https://www.youtube.com/watch?v=SiBw7os-_zI
Learn the basics of object-oriented programming all in one video.
Hadoop+
[英文] Hadoop Tutorial
https://www.tutorialspoint.com/hadoop/index.htm
Hadoop is an open-source framework that allows to store and process big data in a distributed environment across clusters of computers using simple programming models.
TensorFlow+
https://www.youtube.com/watch?v=tpCFfeUEGs8
Ready to learn the fundamentals of TensorFlow and deep learning with Python? Well, you’ve come to the right place.
https://www.youtube.com/watch?v=ZUKz4125WNI
This part continues right where part one left off so get that Google Colab window open and get ready to write plenty more TensorFlow code.
PyTorch+
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.