Mastering Vector Databases: Embeddings, FAISS, and Semantic Search
Free Course + Certificate - https://www.analyticsvidhya.com/courses/?utm_source=yt_av&utm_medium=video
This video covers the basics of vector databases. We will cover crucial concepts like embeddings explained and how they enable powerful semantic search. We'll also dive into practical applications of vector search, making these ai tutorials essential for understanding AI fundamentals in depth. Learn how these tools greatly improve data retrieval and analysis.
Timestamps
Part 1: The Basics
0:00 - Introduction to Josefa & Course Roadmap
0:50 - Why Vector Databases Matter for AI (ChatGPT & Bey…
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Chapters (25)
Introduction to Josefa & Course Roadmap
0:50
Why Vector Databases Matter for AI (ChatGPT & Beyond)
1:45
What is Semantic Search? (Meaning vs. Keywords)
2:31
Traditional Databases vs. Vector Databases (MySQL vs. FAISS)
4:42
What You Will Learn & Prerequisites
6:55
Core Features: How Vectors Represent Real-World Data
8:54
Mapping Meaning: The Latitude/Longitude Analogy
11:46
Metadata Filtering in Vector DBs
14:05
Types of Vector Databases (Open Source, Cloud, Hybrid)
19:33
Understanding Embeddings: Giving Meaning to Words
22:45
Word Embeddings vs. Sentence Embeddings
24:25
How Neural Networks Predict Vectors
25:56
Visualizing High-Dimensional Data (The PCA & T-SNE Hack)
27:24
Real-World Applications: Clustering & Recommendation Systems
32:05
Hands-on Python: Generating Embeddings with Hugging Face
35:00
Hands-on Python: Calculating Similarity Scores in Code
38:32
Hands-on Python: Visualizing Clusters with Matplotlib
41:16
The Math Behind Similarity Search
42:51
Cosine Similarity Explained (Calculating the Angle)
46:58
Dot Product: When Magnitude Matters
48:06
Euclidean Distance: The Geometric Approach
49:38
Comparison: Which Metric Should You Use?
57:36
Introduction to FAISS (Meta's Powerful Engine)
59:21
Installation Guide: CPU vs. GPU (NVIDIA/CUDA)
1:00:28
4 Steps to Building a Vector Database
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