滴滴26届正式批-算法工程师(平台技术)
校招全职算法类地点:北京状态:招聘
任职要求
1、2026届毕业生,本科及以上学历,熟练掌握数据挖掘、机器学习、深度学习的基础理论和实践方法 2、具备较好的业务理解和逻辑思维能力,对数据敏感,对解决挑战性问题充满热情,善于解决问题和分析问题 3、热衷了解和实战业界前沿技术,研究最新国际顶级会议和期刊的相关论文,有顶会背景或ACM/MCM/知名机器学习竞赛中名次者为优 4、熟悉python,hadoop/hive/spark,linux开发环境,动手能力强。
工作职责
这里是滴滴核心的算法团队-用户增长算法,负责端外投放、端内流量运营、画像中台等增长类算法研发。团队肩负集团增长类指标优化的重任,长期致力于通过构建增长类算法与系统建设,沉淀增长底层能力,持续提升投放及流量运营效率,驱动业务增长,创造更多用户价值。 1、参与广告投放(DSP/RTA)策略设计,包括召回/排序/预估校准/预算分配/多目标等策略与算法的设计和开发,以实现业务高效增长 2、参与流量运营策略设计,包括流量预估与分配/推荐等策略与算法的设计和开发,高效运营端内流量 3、负责画像策略设计,包括用户画像/内容策略平台等策略与算法的设计和开发,提升用户及item的理解能力 4、负责增长算法中台的构建,支持业务的过程中沉淀增长底层能力,更高效支持业务产出。
包括英文材料
学历+
数据挖掘+
https://www.youtube.com/watch?v=-bSkREem8dM
Database vs Data Warehouse vs Data Lake
https://www.youtube.com/watch?v=7rs0i-9nOjo
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.
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.
Hadoop+
https://www.runoob.com/w3cnote/hadoop-tutorial.html
Hadoop 为庞大的计算机集群提供可靠的、可伸缩的应用层计算和存储支持,它允许使用简单的编程模型跨计算机群集分布式处理大型数据集,并且支持在单台计算机到几千台计算机之间进行扩展。
[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.
Hive+
[英文] Hive Tutorial
https://www.tutorialspoint.com/hive/index.htm
Hive is a data warehouse infrastructure tool to process structured data in Hadoop. It resides on top of Hadoop to summarize Big Data, and makes querying and analyzing easy.
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.
Linux+
https://ryanstutorials.net/linuxtutorial/
Ok, so you want to learn how to use the Bash command line interface (terminal) on Unix/Linux.
https://ubuntu.com/tutorials/command-line-for-beginners
The Linux command line is a text interface to your computer.
https://www.youtube.com/watch?v=6WatcfENsOU
In this Linux crash course, you will learn the fundamental skills and tools you need to become a proficient Linux system administrator.
https://www.youtube.com/watch?v=v392lEyM29A
Never fear the command line again, make it fear you.
https://www.youtube.com/watch?v=ZtqBQ68cfJc
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