美团商业增值-广告引擎研发工程师
社招全职2年以上核心本地商业-业务研发平台地点：北京状态：招聘
任职要求
1. 掌握一种以上的开发语言，包括但不限于Java、C++、Python等，对面向对象思想有深入理解 2. 具有扎实的数据结构和算法设计基础，熟悉操作系统、数据库、网络等计算级基础知识 3. 熟悉数理统计，数据逻辑清晰，抽象问题能力强，处理紧急事务思路清晰 4. 责任心强，积极主动，有良好的沟通能力和团队合作能力 5. 对spark、kafka、redis等开源组件有了解 6. 掌握分布式系统原理，对存储、队列、计算、集群管理中的一项或多项有深入的理解和认识优先 7. 两年及以上互联网或软件行业工作经验 具备以下条件优先 1. 具备高并发，大访问量的后台服务开发、系统调优经验者优先。 2. 具备大型搜索、广告、推荐系统开发经验者优先。
工作职责
1. 设计与实现高可用的广告投放系统，承载高并发、低延迟的广告投放需求 2. 实现与优化针对不同广告位置的投放策略，不断提高流量变现效率 3. 优化广告召回、排序、竞价、流量优选等核心策略
包括英文材料
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.
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
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.
面向对象+
https://liaoxuefeng.com/books/java/oop/index.html
面向对象编程，英文是Object-Oriented Programming，简称OOP。
https://liaoxuefeng.com/books/python/oop/index.html
面向对象编程——Object Oriented Programming，简称OOP，是一种程序设计思想。
https://www.youtube.com/watch?v=SiBw7os-_zI
Learn the basics of object-oriented programming all in one video.
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/
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.
Kafka+
https://developer.confluent.io/what-is-apache-kafka/
https://www.youtube.com/watch?v=CU44hKLMg7k
https://www.youtube.com/watch?v=j4bqyAMMb7o&list=PLa7VYi0yPIH0KbnJQcMv5N9iW8HkZHztH
In this Apache Kafka fundamentals course, we introduce you to the basic Apache Kafka elements and APIs, as well as the broader Kafka ecosystem.
Redis+
[英文] Developer Hub
https://redis.io/dev/
Get all the tutorials, learning paths, and more you need to start building—fast.
https://www.runoob.com/redis/redis-tutorial.html
REmote DIctionary Server(Redis) 是一个由 Salvatore Sanfilippo 写的 key-value 存储系统，是跨平台的非关系型数据库。
https://www.youtube.com/watch?v=jgpVdJB2sKQ
In this video I will be covering Redis in depth from how to install it, what commands you can use, all the way to how to use it in a real world project.
分布式系统+
https://www.distributedsystemscourse.com/
The home page of a free online class in distributed systems.
https://www.youtube.com/watch?v=7VbL89mKK3M&list=PLOE1GTZ5ouRPbpTnrZ3Wqjamfwn_Q5Y9A
高并发+
https://www.baeldung.com/concurrency-principles-patterns
In this tutorial, we’ll discuss some of the design principles and patterns that have been established over time to build highly concurrent applications.
https://www.baeldung.com/java-concurrency
Handling concurrency in an application can be a tricky process with many potential pitfalls. A solid grasp of the fundamentals will go a long way to help minimize these issues.
https://www.oreilly.com/library/view/concurrency-in-go/9781491941294/
You’ll understand how Go chooses to model concurrency, what issues arise from this model, and how you can compose primitives within this model to solve problems.
https://www.oreilly.com/library/view/modern-concurrency-in/9781098165406/
With this book, you'll explore the transformative world of Java 21's key feature: virtual threads.
https://www.youtube.com/watch?v=qyM8Pi1KiiM
https://www.youtube.com/watch?v=wEsPL50Uiyo
推荐系统+
[英文] Recommender Systems
https://www.d2l.ai/chapter_recommender-systems/index.html
Recommender systems are widely employed in industry and are ubiquitous in our daily lives.
相关职位
社招3年以上核心本地商业-业
我们是美团广告的检索召回团队，负责广告中的多业务（推荐、搜索、创新等）的召回系统与检索引擎研发工作，承载高并发、大数据场景的广告变现挑战，职责如下： 1. 设计与实现高性能检索内核与低代码可编排服务引擎，承载高并发、低延迟、高频迭代的广告召回需求 2. 设计与实现召回中控服务，为算法提供python脚本支路路由与实验管理能力，实现低代码策略业务迭代 3. 基于PQ、LSH、HNSW等量化或ANN算法，设计和实现覆盖点积打分与模型打分的向量召回服务 4. 设计与实现可伸缩、高性能、低成本的通用向量与Tag支路召回系统，支撑广告各类标签周粒度高效迭代
更新于 2025-02-26
社招3年以上核心本地商业-业
1.负责广告引擎平台的技术架构设计和开发、性能优化、稳定性建设，保障系统的高可用性和稳定性。 2.负责合约广告、推荐广告引擎的功能模块开发和优化，提升系统性能和用户体验。 3.参与美团商业增值技术部搜索广告、推荐广告、展示广告等业务的创意引擎系统设计与研发。 4.参与团队技术讨论和决策，协助解决技术难题和风险。 5.负责与产品、算法团队合作，完成广告引擎平台的需求开发和上线。
更新于 2025-02-18
社招3年以上核心本地商业-业
1、负责美团/Keeta广告主投放平台建设，提供竞价、合约和增值等多类广告产品，快速支撑美团多业务（外卖/闪购/医药）、多客户类型（中小/KA/品牌商）、多产品线的商业化需求； 2、跟多业务线合作，深入了解不同行业特点及其对广告产品的能力诉求，设计可扩展的系统架构，支持产品能力快速迭代，共同完成收入目标； 3、系统稳定性保障，通过改进系统架构、简化流程、系统监控等多种手段保障系统稳定性，为业务发展保驾护航。
更新于 2025-05-14