by Amit Shekhar · 26 June 2026
How do Image Embeddings work?
How image embeddings work. We will also see why we need image embeddings, how a computer turns a picture into numbers, how we measure the similarity between two of them, and where they are used in the real world.
Read on Outcome School ↗then come back to lock it in
Before you read, guessWhy do raw pixel values fail to represent semantic content?
Ten seconds, a guess, then read — a wrong guess still makes the answer stick.
What this article covers
- What is an embedding?
- What is an image embedding?
- Why do we need image embeddings?
- How does a computer see an image?
- How are image embeddings created?
- A simple numeric walkthrough
- How do we measure similarity between two embeddings?
- A code example
- Where are image embeddings used?
- Summary
The article lives on outcomeschool.com. Read it there, then come back: the tutor in the margin has read it and will answer questions, and the questions below check what stayed.