
搜狐推荐算法实习生
实习兼职技术地点:北京状态:招聘
任职要求
1、硕士及以上学历,计算机相关专业在读; 2、具备扎实的数据结构、算法和开发能力,精通至少一种编程语言,如C/C++、Java、Python、Scala等; 3、熟悉算法常用任务和模型,包括聚类/分类/图表征学习/生成任务等; 4、熟悉常用的机器学习框架,如TensorFlow、PyTorch; 5、有基础的数据分析能力,熟悉常用的数据处理和分析工具,如SQL、Pandas等; 6、具有较强的算法实现能力,有学术比赛经验、发表过顶会论文者优先; 7、积极主动,有责任心,思维活跃,对技术挑战充满热情。 8、每周至少实习3天或以上,实习时长3个月以上。
工作职责
1、负责推荐系统的算法研发工作,包括但不限于用户兴趣建模、协同过滤、深度排序模型等,持续提升推荐效果和用户体验; 2、利用大规模数据处理技术,对用户行为数据进行深入分析,构建和优化用户画像; 2、与其他团队协作,根据业务需求调整和优化推荐策略,提升用户参与度和留存率; 3、跟踪推荐算法领域的最新研究进展,包括强化学习、图神经网络,将先进技术应用到实际产品中。
包括英文材料
学历+
数据结构+
https://www.youtube.com/watch?v=8hly31xKli0
In this course you will learn about algorithms and data structures, two of the fundamental topics in computer science.
https://www.youtube.com/watch?v=B31LgI4Y4DQ
Learn about data structures in this comprehensive course. We will be implementing these data structures in C or C++.
https://www.youtube.com/watch?v=CBYHwZcbD-s
Data Structures and Algorithms full course tutorial java
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.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.
Scala+
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.
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://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.
数据分析+
[英文] Data Analyst Roadmap
https://roadmap.sh/data-analyst
Step by step guide to becoming an Data Analyst in 2025
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.
Pandas+
[英文] 10 minutes to pandas
https://pandas.pydata.org/docs/user_guide/10min.html
This is a short introduction to pandas, geared mainly for new users.
[英文] Cookbook - pandas
https://pandas.pydata.org/docs/user_guide/cookbook.html#cookbook
This is a repository for short and sweet examples and links for useful pandas recipes.
https://www.kaggle.com/learn/pandas
Solve short hands-on challenges to perfect your data manipulation skills.
https://www.youtube.com/watch?v=2uvysYbKdjM
I'm super excited for this one. We're doing another complete Python Pandas tutorial walkthrough.
https://www.youtube.com/watch?v=Mdq1WWSdUtw
Filtering, Joins, Indexing, Data Cleaning, Visualizations
相关职位
实习
1.对推荐算法有着较为全面的认知,了解各类推荐领域相关算法,能够自主负责数据层、召回层。排序层的项目设计与算法开发工作 2.负责小说、信息流类产品的推荐算法工作,有相关领域经验者优先 3.能够熟练使用大数据相关的技术--spark、hive等 4.能够独自负责一个项目的完整落地
更新于 2025-06-10
实习
1.对推荐算法有着较为全面的认知,了解各类推荐领域相关算法,能够自主负责数据层、召回层。排序层的项目设计与算法开发工作 2.负责小说、信息流类产品的推荐算法工作,有相关领域经验者优先 3.能够熟练使用大数据相关的技术--spark、hive等 4.能够独自负责一个项目的完整落地
更新于 2025-07-29
实习算法
-负责爱奇艺智能分发团队推荐算法相关的工作,参与爱奇艺推荐业务的算法研究与开发; -对海量用户行为数据进行分析与挖掘,提取有价值的信息,为推荐算法的改进提供数据支持。
更新于 2025-04-07