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Open nowPosted 597 days ago

数据库AI研究员/架构师-Data

ByteDance19,268 open roles

Where
Chengdu, Sichuan, Chinese Mainland
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Your applicationOpen now数据库AI研究员/架构师-DataByteDance · Chengdu, Sichuan, Chinese Mainland
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The clock on this job

Early applications get read.

11.9% of postings close within 7 days. Measured by our own scanner across the market. ByteDance postings stay open a median of 9 days.

Share of postings closed within
  1. 2.1%1 day
  2. 4.4%3 days
  3. 11.9%7 days
  4. 18.6%14 days
  5. 35.6%30 days
  6. 45.1%60 days
This job: posted 597 days ago

ByteDance median: 9 days open

The posting

1、负责AI时代的数据库架构设计:涵盖支持AI/ML工作负载的新型数据库系统架构,优化AI模型训练与推理的数据访问效率;构建支持向量搜索、图计算、时序分析等AI场景的混合型数据库解决方案,探索LLM大模型与数据库系统的深度集成方案,如自然语言SQL生成、智能查询优化; 2、负责数据库智能策略研发:研发基于AI的数据库性能调优系统,包括自动索引推荐、查询计划优化、资源分配策略等;构建智能监控系统,实现异常检测、根因分析、容量预测等AIOps能力;开发自适应存储引擎,根据数据访问模式动态调整存储结构; 3、负责AI数据基础设施构建:构建AI数据基础设施,如支持特征工程、模型训练、推理服务的全流程数据管道架构,实现数据库与机器学习框架(TensorFlow/PyTorch)的高效对接; 4、负责AI与数据库结合的实践方案探索与落地:探索AI技术和数据库各产品结合的最佳实践方案并落地,服务超大规模的集团内部业务及火山引擎业务。

1、专业与学历:计算机、数据科学、人工智能相关专业,本科及以上学历;熟悉Go/Java/Python/C++语言中的一种,对代码质量有追求; 2、技术能力:具备扎实的数据库设计和优化能力,熟悉数据库索引、事务处理、存储过程等技术;深入了解AI领域的基本概念和常用算法,如机器学习、深度学习、自然语言处理等;掌握至少一种深度学习框架,如TensorFlow、PyTorch/XGBoost; 3、工作经验:具有5年以上数据库架构设计或开发经验,其中至少2年在AI与数据库结合领域的实践经验;熟悉主流数据库系统,如MySQL、PostgreSQL等的原理和架构,有分布式数据库、NoSQL数据库应用经验者优先; 4、加分项:熟悉向量化执行引擎、GPU数据库加速技术; 5、加分项:具备SQL引擎扩展开发经验,如自定义UDF/存储过程集成AI模型; 6、加分项:在VLDB/SIGMOD等顶级会议发表过相关论文;主导过AI4DB或DB4AI类开源项目,如Apache MADlib。

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