滴滴算法专家(J250603012)
社招全职2年以上设计地点:北京状态:招聘
任职要求
1、统计学、计算机、运筹学、经济学等相关专业硕士及以上学历;在营销增长、广告、推荐、O2O履约、定价策略等领域具有2年以上工作经验优先; 2、优秀的业务sense,扎实的算法技术能力,善于把业务问题系统化拆解建模为算法问题,并高效解决,在业务中落地; 3、在机器学习、数学建模、运筹优化、统计分析等领域有较强的积累,熟悉经典算法并有实践经验; 4、熟练掌握海量数据处理技术,有使用Hive、Spark的能力和经验; 5、编程基础扎实,熟悉基本算法数据结构,有较好的Python开发经验,了解Golang更好; 6、优秀的沟通协调能力,扎实的项目管理和推进能力,能负责复杂项目的规划、技术攻坚、达成目标; 7、善于思考,逻辑清晰,有优秀的问题分析和解决能力,对挑战性问题充满激情。
工作职责
1、基于同城配送强竞争态的双边动态交易市场,综合运用机器学习(因果推断,时序预测,转化率预估)、运筹优化、强化学习等前沿算法和技术,设计最核心的定价补贴策略; 2、驱动司乘动态定价、智能司机补贴、智能乘客补贴等系统,直接提升业务核心指标(完单、GMV、毛利等),创造用户价值和商业价值,助力滴滴在同城配送的成功; 3、岗位包含乘客动态定价、智能补贴等方向,并持续基于业务发展和用户需求持续孵化更多项目。
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/
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.
运筹优化+
https://medium.com/gousto-engineering-techbrunch/an-introduction-to-operations-research-5a9e898b6c60
Operations research (OR) is a scientific approach to determining the optimal solution to a defined business problem.
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.
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
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.
Go+
https://www.youtube.com/watch?v=8uiZC0l4Ajw
学习Golang的完整教程!从开始到结束不到一个小时,包括如何在Go中构建API的完整演示。没有多余的内容,只有你需要知道的知识。
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