The Nuts & Bolts of Vector Databases: A No-frills Technical Review
Learn how and why vector databases are effective for LLMs and NLP tasks.
** Presentation Content**
00:00 Introduction
02:08 Why vector databases have grown in popularity
04:43 Quick definitions
10:19 Embeddings & Semantic Search
21:09 Applications Need Databases
28:41 Categorizing Vector DBs
32:00 Primary Features
33:38 Challenges for Vector DBs
37:26 Architecture
39:32 Data Manipulation Queries
41:46 Vector Search
44:16 Similarity Metrics
47:09 Other Query Types
47:38 Access Patterns
49:26 Indexes
51:04 Open Problems & Future State
52:53 Q&A