小红书算法实习生-电商广告
实习兼职内容理解地点:北京 | 上海状态:招聘
任职要求
1. 扎实的编程和开发功底(熟练Python、Java、SQL),具备快速落地项目的能力; 2. 较好的学习能力,能够快速理解业务和算法; 3. 熟悉机器学习、自然语言处理、计算机视觉、语音识别与合…
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工作职责
1、支持小红书电商广告业务快速发展,完成相关技术问题解决; 2、利用大规模机器学习算法对点击率/转化率/GMV等模型进行深入优化 3、研究和优化广告召回,出价算法,排序机制等算法模块 4、对商家、用户、达人行为做深入的理解和分析,制定针对性的算法提升商家营销效率 5、持续学习,时刻跟进与探索前沿技术并应用在真实业务场景
包括英文材料
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.
SQL+
https://liaoxuefeng.com/books/sql/introduction/index.html
什么是SQL?简单地说,SQL就是访问和处理关系数据库的计算机标准语言。
https://sqlbolt.com/
Learn SQL with simple, interactive exercises.
https://www.youtube.com/watch?v=p3qvj9hO_Bo
In this video we will cover everything you need to know about SQL in only 60 minutes.
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/
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.
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.
OpenCV+
https://learnopencv.com/getting-started-with-opencv/
At LearnOpenCV we are on a mission to educate the global workforce in computer vision and AI.
https://opencv.org/university/free-opencv-course/
This free OpenCV course will teach you how to manipulate images and videos, and detect objects and faces, among other exciting topics in just about 3 hours.
语音识别+
https://www.youtube.com/watch?v=mYUyaKmvu6Y
Learn how to implement speech recognition in Python by building five projects.
https://www.youtube.com/watch?v=sR6_bZ6VkAg
How Rev.com harnesses human-in-the-loop and deep learning to build the world's best English speech recognition engine
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实习后端开发
【业务介绍】 小红书基础架构数据库&存储团队推出了从 0-1 自研的分布式宽表数据库,具备高可靠、极致延迟、超大吞吐的表格存储能力。目前支撑了小红书内场的 PB 规模的数据存储,服务于广告、搜推、社区、电商等多类核心业务场景。 1. 参与分布式宽表数据库内核的设计、开发、测试和发布; 2. 参与分布式宽表数据库的管控平台以及生态工具的建设; 3. 参与分布式宽表数据库的稳定性、可靠性工程建设。
更新于 2025-01-18上海
实习D10041
1、负责货架电商场景下广告效率优化,分析不同货架电商推荐位的流量转化路径,提出策略优化方案并推动落地; 2、与算法团队和数据团队协作,深入业务逻辑,结合数据分析挖掘问题,持续优化广告展示逻辑,平衡商业化收益与用户体验; 3、通过用户调研、竞品分析、数据分析,学习和了解业界最新动态,发现产品机会点。
更新于 2025-09-25北京
实习D5467
1、参与亿级用户规模的电商推荐优化,提升内容电商观看时长、点击率、转化率、GMV、LTV等核心指标; 2、通过深度学习领域的研发工作,包括但不限于深度模型设计与优化、强化学习、迁移学习、图神经网络等的算法和系统提升预估效果; 3、通过推荐算法机制优化电商流量结构和GMV结构,促进电商生态的健康发展。
更新于 2025-10-28北京