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edX

Vector Search with NoSQL Databases using MongoDB & Cassandra

SkillUp EdTech via edX

Overview

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The vector database market is set to grow at a 20% CAGR by 2032 (Global Market Insights). This course gives data scientists, ML engineers, GenAI engineers, and software developers the sought-after skills for performing vector searches in NoSQL databases.

Why do businesses use vector search with NoSQL? Businesses carry out vector searches in NoSQL databases to improve an AI model's search accuracy and efficiency. During this micro course, you'll learn how to store and index vectors in MongoDB, perform vector searches, and apply these techniques in text similarity analysis and building image classification systems. Plus, you'll look at Cassandra, its features for storing and querying vectors, and how to carry out vector searches.

You'll also examine how to apply these concepts to building applications for movie recommendation, inventory management, and personalization. Plus, you'll get valuable practice applying your knowledge through hands-on labs and a real-world final project.

Note that this micro course is part of the Vector Database Fundamentals Professional Certificate, which is ideal for professionals who work with vector databases, relational databases, and NoSQL databases for AI. It requires a basic knowledge of MongoDB, Cassandra, and Node.js.

Enroll today to grow your career with in-demand, future-facing vector search skills with NoSQL databases businesses are looking for.

Syllabus

  • 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

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