字节跳动向量数据库高级研发工程师-Data
社招全职A83954A地点:深圳状态:招聘
任职要求
1、具备扎实的计算机基础和优秀的工程编码能力,熟悉Golang/C++/Java/Python至少一门语言; 2、具备快速学习、自我驱动意识和高效协作沟通的能力,具备复杂问题分析和拆解能力,对技术有追求和激情。 加分项: 1、深度参与过Milvus、Qdrant、Chroma等开源向量数据库的源码贡献或二次开发; 2、掌握数据库引擎核心原理,参与过数据库云产品商业化落地; 3、精通分布式系统基本原理,具有大型分布式系统的开发、应用和优化经验; 4、熟悉Faiss、HNSW、ScaNN等向量索引算法原理,具有大规模向量检索性能调优经验; 5、具有ACM/NOI等竞赛获奖经历,或在SIGMOD、VLDB等数据库领域顶会发表过研究成果。
工作职责
1、负责向量数据库深度定制化研发,优化分布式架构,实现高吞吐低延迟的向量检索能力; 2、负责解决海量向量数据场景下的存储引擎性能瓶颈; 3、负责火山引擎向量数据库平台建设,集成云原生,构建稳定性链路,拓展生态; 4、针对向量检索业务场景下的特定需求,提出并推动解决方案落地。
包括英文材料
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。
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.
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
Faiss+
https://faiss.ai/index.html
Faiss is a library for efficient similarity search and clustering of dense vectors.
https://huggingface.co/learn/llm-course/en/chapter5/6
In this section we’ll use this information to build a search engine that can help us find answers to our most pressing questions about the library!
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/
性能调优+
https://goperf.dev/
The Go App Optimization Guide is a series of in-depth, technical articles for developers who want to get more performance out of their Go code without relying on guesswork or cargo cult patterns.
https://web.dev/learn/performance
This course is designed for those new to web performance, a vital aspect of the user experience.
https://www.ibm.com/think/insights/application-performance-optimization
Application performance is not just a simple concern for most organizations; it’s a critical factor in their business’s success.
https://www.oreilly.com/library/view/optimizing-java/9781492039259/
Performance tuning is an experimental science, but that doesn’t mean engineers should resort to guesswork and folklore to get the job done.
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