YoVDO

Vector Databases in Practice: Deep Dive

Offered By: LinkedIn Learning

Tags

Artificial Intelligence Courses Vector Databases Courses Data Structures Courses Information Retrieval Courses Embeddings Courses Semantic Search Courses Weaviate Courses Retrieval Augmented Generation Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Go beyond the basics of vector databases by building a database and app from scratch, and learn key considerations along the way.

Syllabus

Introduction
  • The power of AI-powered vector databases
1. Search Functions in a Vector Database
  • A high-level view of vector databases
  • What you can do with vector databases
  • Get set up for the course
  • Keyword filtering and keyword searches
  • Vector searches
  • Searching with filters
  • Hybrid searches
  • Retrieval augmented generation
  • Challenge: Vector database queries
  • Solution: Vector database queries
2. Building a Vector Database
  • Create your own database
  • Work with Weaviate
  • Create an object collection
  • Basic data import in Weaviate
  • Establishing relationships with references
  • Recap: Building a vector database
  • Challenge: Add another object collection
  • Solution: Add another object collection
3. Building a Vector Database-Powered App
  • Web apps and vector databases
  • Create a basic app
  • Connect the app to Weaviate
  • Parsing query responses
  • Recommendations with RAG
  • Challenge: App enhancements
  • Solution: App enhancements
4. Making a Vector Database Work for Your Data
  • Messiness of real data
  • Pre-processing text for vector databases
  • Chunking longer texts
  • Chunk Wikipedia articles
  • Challenge: Import Wikipedia data chunks
  • Solution: Import Wikipedia data chunks
Conclusion
  • Continue learning about vector databases

Taught by

Joon-Pil Hwang

Related Courses

Introduction to Artificial Intelligence
Stanford University via Udacity
Probabilistic Graphical Models 1: Representation
Stanford University via Coursera
Artificial Intelligence for Robotics
Stanford University via Udacity
Computer Vision: The Fundamentals
University of California, Berkeley via Coursera
Learning from Data (Introductory Machine Learning course)
California Institute of Technology via Independent