- 对数据库的基本了解
- AI和机器学习概念的入门知识
- 熟悉编程概念，最好是Python
受众
- 数据科学家
- 软件开发人员
- 机器学习爱好者
Milvus 是一個高度可擴展的開源向量數據庫，專為 AI 和機器學習應用而設計。
本課程為講師指導的培訓（線上或線下），適合初級到中級數據科學家和軟件開發者，旨在幫助他們了解 Milvus 及其在各種 AI 場景中的實際應用。
在本課程結束時，參與者將能夠：
- 了解 Milvus 的架構和功能。
- 在不同的 AI 應用中實現向量數據庫。
- 以高精度和速度執行相似性搜索。
- 將 Milvus 應用於實際的 AI 挑戰中。
課程形式
- 互動式講座和討論。
- 大量練習和實踐。
- 在實時實驗室環境中進行動手實作。
課程定制選項
- 如需為本課程定制培訓，請聯繫我們進行安排。
Vector Database简介
- 理解向量数据库
- Milvus的关键特性与优势
- 与传统数据库的对比
Milvus的设置
- 安装与配置
- 理解Milvus的组件与架构
- 创建集合与分区
数据索引与Management
- Milvus中的索引策略
- 管理与优化向量数据
- 数据导入的最佳实践
相似性搜索与检索
- 相似性搜索的基础
- 在Milvus中实现搜索操作
- 应用案例：图像与视频检索，自然语言处理
Milvus在Machine Learning（机器学习）中的应用
- 将Milvus与机器学习模型集成
- 构建推荐系统
- 案例研究：异常检测，聊天机器人
可扩展性与性能
- 为大规模数据集扩展Milvus
- 性能调优与优化
- 监控与维护
在AI中实施Milvus
- 开发向量数据库解决方案
- 回顾与反馈
总结与下一步
United Arab Emirates - Milvus: Open-Source Vector Database for AI Applications
Qatar - Milvus: Open-Source Vector Database for AI Applications
Egypt - Milvus: Open-Source Vector Database for AI Applications
Saudi Arabia - Milvus: Open-Source Vector Database for AI Applications
South Africa - Milvus: Open-Source Vector Database for AI Applications
Brasil - Milvus: Open-Source Vector Database for AI Applications
Canada - Milvus: Open-Source Vector Database for AI Applications
中国 - Milvus: Open-Source Vector Database for AI Applications
香港 - Milvus: Open-Source Vector Database for AI Applications
澳門 - Milvus: Open-Source Vector Database for AI Applications
台灣 - Milvus: Open-Source Vector Database for AI Applications
USA - Milvus: Open-Source Vector Database for AI Applications
Österreich - Milvus: Open-Source Vector Database for AI Applications
Schweiz - Milvus: Open-Source Vector Database for AI Applications
Deutschland - Milvus: Open-Source Vector Database for AI Applications
Czech Republic - Milvus: Open-Source Vector Database for AI Applications
Denmark - Milvus: Open-Source Vector Database for AI Applications
Estonia - Milvus: Open-Source Vector Database for AI Applications
Finland - Milvus: Open-Source Vector Database for AI Applications
Greece - Milvus: Open-Source Vector Database for AI Applications
Magyarország - Milvus: Open-Source Vector Database for AI Applications
Ireland - Milvus: Open-Source Vector Database for AI Applications
Luxembourg - Milvus: Open-Source Vector Database for AI Applications
Latvia - Milvus: Open-Source Vector Database for AI Applications
España - Milvus: Open-Source Vector Database for AI Applications
Italia - Milvus: Open-Source Vector Database for AI Applications
Lithuania - Milvus: Open-Source Vector Database for AI Applications
Nederland - Milvus: Open-Source Vector Database for AI Applications
Norway - Milvus: Open-Source Vector Database for AI Applications
Portugal - Milvus: Open-Source Vector Database for AI Applications
România - Milvus: Open-Source Vector Database for AI Applications
Sverige - Milvus: Open-Source Vector Database for AI Applications
Türkiye - Milvus: Open-Source Vector Database for AI Applications
Malta - Milvus: Open-Source Vector Database for AI Applications
Belgique - Milvus: Open-Source Vector Database for AI Applications
France - Milvus: Open-Source Vector Database for AI Applications
日本 - Milvus: Open-Source Vector Database for AI Applications
Australia - Milvus: Open-Source Vector Database for AI Applications
Malaysia - Milvus: Open-Source Vector Database for AI Applications
New Zealand - Milvus: Open-Source Vector Database for AI Applications
Philippines - Milvus: Open-Source Vector Database for AI Applications
Singapore - Milvus: Open-Source Vector Database for AI Applications
Thailand - Milvus: Open-Source Vector Database for AI Applications
Vietnam - Milvus: Open-Source Vector Database for AI Applications
India - Milvus: Open-Source Vector Database for AI Applications
Argentina - Milvus: Open-Source Vector Database for AI Applications
Chile - Milvus: Open-Source Vector Database for AI Applications
Costa Rica - Milvus: Open-Source Vector Database for AI Applications
Ecuador - Milvus: Open-Source Vector Database for AI Applications
Guatemala - Milvus: Open-Source Vector Database for AI Applications
Colombia - Milvus: Open-Source Vector Database for AI Applications
México - Milvus: Open-Source Vector Database for AI Applications
Panama - Milvus: Open-Source Vector Database for AI Applications
Peru - Milvus: Open-Source Vector Database for AI Applications
Uruguay - Milvus: Open-Source Vector Database for AI Applications
Venezuela - Milvus: Open-Source Vector Database for AI Applications
Polska - Milvus: Open-Source Vector Database for AI Applications
United Kingdom - Milvus: Open-Source Vector Database for AI Applications
South Korea - Milvus: Open-Source Vector Database for AI Applications
Pakistan - Milvus: Open-Source Vector Database for AI Applications
Sri Lanka - Milvus: Open-Source Vector Database for AI Applications
Bulgaria - Milvus: Open-Source Vector Database for AI Applications
Bolivia - Milvus: Open-Source Vector Database for AI Applications
Indonesia - Milvus: Open-Source Vector Database for AI Applications
Kazakhstan - Milvus: Open-Source Vector Database for AI Applications
Moldova - Milvus: Open-Source Vector Database for AI Applications
Morocco - Milvus: Open-Source Vector Database for AI Applications
Tunisia - Milvus: Open-Source Vector Database for AI Applications
Kuwait - Milvus: Open-Source Vector Database for AI Applications
Oman - Milvus: Open-Source Vector Database for AI Applications
Slovakia - Milvus: Open-Source Vector Database for AI Applications
Kenya - Milvus: Open-Source Vector Database for AI Applications
Nigeria - Milvus: Open-Source Vector Database for AI Applications
Botswana - Milvus: Open-Source Vector Database for AI Applications
Slovenia - Milvus: Open-Source Vector Database for AI Applications
Croatia - Milvus: Open-Source Vector Database for AI Applications
Serbia - Milvus: Open-Source Vector Database for AI Applications
Bhutan - Milvus: Open-Source Vector Database for AI Applications
Nepal - Milvus: Open-Source Vector Database for AI Applications
Uzbekistan - Milvus: Open-Source Vector Database for AI Applications