IBM
Vector Database Fundamentals 专项课程
IBM

Vector Database Fundamentals 专项课程

Future-proof your AI/data career. Get job-ready vector database skills employers are actively looking for in just 1 month.

IBM Skills Network Team
Richa Arora
SkillUp

位教师:IBM Skills Network Team

2,744 人已注册

包含在 Coursera Plus

深入学习学科知识
4.3

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推荐体验

4 周 完成
在 5 小时 一周
灵活的计划
自行安排学习进度
深入学习学科知识
4.3

(40 条评论)

中级 等级

推荐体验

4 周 完成
在 5 小时 一周
灵活的计划
自行安排学习进度

您将学到什么

  • Sought-after vector database skills businesses need for real-world applications like gen AI, text similarity analysis, and recommendation engines

  • How to develop vector database environments using embeddings, collections, and queries using Chroma DB, PostgreSQL, MongoDB, and Cassandra

  • How to analyze vector data using techniques such as cosine similarity

  • How to create recommendation system applications powered by vector databases

要了解的详细信息

可分享的证书

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授课语言:英语(English)

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Petrobras, TATA, Danone, Capgemini, P&G 和 L'Oreal 的徽标

精进特定领域的专业知识

  • 向大学和行业专家学习热门技能
  • 借助实践项目精通一门科目或一个工具
  • 培养对关键概念的深入理解
  • 通过 IBM 获得职业证书

专业化 - 4门课程系列

您将学到什么

  • Describe the significance of vector databases in contemporary data management systems and their importance in generative AI applications.

  • Differentiate between vector and traditional databases and select a vector database type based on its characteristics and uses.

  • Set up environments for vector database operations and perform update, delete, and collection-related tasks.

  • Demonstrate your vector database skills and implement similarity searches using real-world data sets.

您将获得的技能

类别:Databases
类别:Database Management
类别:Data Architecture
类别:Database Management Systems
类别:Data Storage Technologies
类别:AI Personalization
类别:Scalability
类别:NoSQL
类别:Database Architecture and Administration
类别:Database Design
类别:Generative AI
类别:Large Language Modeling

您将学到什么

  • Sought-after vector search skills in NoSQL databases that businesses need in just one week

  • How to store and index vectors efficiently and perform vector searches in MongoDB

  • How to store and query vectors and perform vector searches in Cassandra

  • How to apply vector search concepts to building practical applications like movie recommendation systems, inventory management, and personalization

您将获得的技能

类别:NoSQL
类别:Apache Cassandra
类别:MongoDB
类别:AI Personalization
类别:Node.JS
类别:Text Mining
类别:Applied Machine Learning
类别:Databases
类别:Image Analysis
类别:Database Application

您将学到什么

  • Describe the principles of modeling vector data in Relational databases (RDBMS). 

  • Apply the commands necessary to store, retrieve, and query vectors efficiently in PostgreSQL. 

  • Implement indexing techniques and optimization strategies for enhancing vector search performance. 

  • Demonstrate, through hands-on labs, how to set up environments and perform vector searches using PostgreSQL. 

您将获得的技能

类别:PostgreSQL
类别:Relational Databases
类别:SQL
类别:Database Management
类别:Data Import/Export
类别:Extract, Transform, Load
类别:Data Processing
类别:Node.JS
类别:Database Management Systems

您将学到什么

  • Job-ready proficiency with AI-powered database recommendation systems that you can immediately put to work and highlight on LinkedIn.

  • How to use Hugging Face natural language processing (NLP) tools, embeddings, and PDF classification skills for similarity search.

  • Build a real-world food search recommendation system using a Hugging face model and algorithms with Chroma DB.

  • Implement a customized real-world NLP job search vector database recommendation system using your choice of vector database platform.

您将获得的技能

类别:Natural Language Processing
类别:Databases
类别:Open Source Technology
类别:Data Processing
类别:Artificial Intelligence
类别:MongoDB
类别:LLM Application

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位教师

IBM Skills Network Team
IBM
83 门课程1,544,734 名学生

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IBM
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