Miatz playground

Meaning Map

King minus man plus woman, mapped and clickable.

Coming to the Build-LabAIE-202BYOK AIAI-Concept-Vizdev · data

The Demystify signature

Makes the vector math that every retrieval system silently relies on literally draggable -- semantic search stops being a marketing word and becomes a coordinate the learner can rotate.

How it works

What goes in, what comes out

What it does

Learner enters words or short phrases; each is embedded and projected into a navigable 2D/3D point cloud, with semantically related terms visibly clustering. A built-in 'king minus man plus woman' button runs the literal vector arithmetic and animates the resulting point landing next to 'queen,' turning the textbook analogy into a traceable operation.

You bring

Free-text words/phrases, or a preset analogy set.

You get

A rotatable point cloud, a ranked nearest-neighbor list with cosine-similarity scores, and the analogy-arithmetic landing point.

You control

Embedding model selector; 2D/3D toggle; category color-clustering on/off; analogy input boxes (A - B + C = ?); nearest-neighbor count (k).

Where it's used

Demo inside AIE-202's embeddings-and-vector-stores sub-module; free lead magnet at /playgrounds.

embeddingsvector similaritysemantic spaceanalogy arithmetic

Optional · watch & try

Go deeper, elsewhere

Hand-picked public explainers and open tools that complement this one — always optional, never required, never graded.

Introduction to Vector Embeddings and Vector SearchFoundational explanation of turning text into vectors for similarity search Embeddings & Vector Databases ExplainedConnects embeddings to how a vector database actually stores and searches them Vector Databases simply explained! (Embeddings & Indexes)Covers embedding indexes (e.g. HNSW) at a beginner level Embedding Projector (TensorBoard, Hugging Face Space)Interactive 3D projection of embedding vectors to see semantic clusters and analogies Retrieval Augmented Generation (RAG) Explained in 8 Minutes!Fast end-to-end mental model of the RAG pipeline · ~8 min RAG Explained in 12 MinutesSecond angle on the same pipeline with a different worked example · ~12 min

Concepts click when you open the machinery.

Three labs are already live and free — the same hands-on style this playground brings to its module.

Play the free labs Take the DSAT