滴滴26届正式批-算法工程师(信贷风控)
校招全职算法类地点:北京 | 上海状态:招聘
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.
因果推断+
https://web.stanford.edu/~swager/causal_inf_book.pdf
How best to understand and characterize causality is an age-old question in philosophy.
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.
Scala+
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.
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.
相关职位
校招算法类
1、用户增长算法优化:基于滴滴金融信贷业务,通过多种触达渠道,实现高效用户拉新和促活,提升渠道转化率 2、精准营销策略优化:基于用户画像、用户行为数据,构建用户意愿预测模型、个性化推荐模型、触达优化模型,提升营销精准度 3、渠道投放优化:构建 CTR/CVR 预测模型、智能投放策略,提升营销投放 ROI,降低无效触达 4、大模型/AI 赋能营销:探索大模型(NLP、AIGC)在短信内容生成、AI 外呼话术优化、用户情绪识别等场景的应用,提升触达效率与用户体验 5、数据分析与策略迭代:通过 A/B 测试、因果推断等方法,评估不同策略的效果,推动算法和策略迭代优化。
更新于 2025-08-22
校招算法类
1、参与智能客服场景相关模型的应用落地及算法迭代,优化智能问答、智能分析、智能辅助效果 2、参与智能对话机器人的模型训练与调优,持续提升机器人语义理解、流畅对话能力,提升智能客服解决问题的能力 3、参与建设客服领域多模态模型的算法设计和训练,优化推理速度和效果 4、深入理解业务,对业务诉求进行合理的抽象和建模,构建灵活易用的数据处理-训练-推理 pipeline。
更新于 2025-08-21
校招算法类
1、负责网约车各环节最中心的交易引擎策略设计,包括订单分配/运力调度 / 用户推荐 / 拼车合乘等核心算法的设计与开发,提高交易引擎效率及平台用户体验 2、搭建交易引擎模拟环境以及基础的用户及供需的建模,为策略、运营、产研团队提供可靠的基础环境,支撑业务高速发展 3、技术栈为机器学习、强化学习、运筹优化、因果推断等,结合业务需求进行建模,解决线上实际问题。
更新于 2025-08-18