Vectors in AI & ML

Vectors are the foundation of modern AI. Learn embeddings, similarity search, and how to build intelligent applications.

New to AI Vectors?

Start with embeddings - the core concept behind AI's understanding of text, images, and more.

Start with Embeddings

1 Fundamentals

Vector Embeddings

Essential

Turn anything into vectors for AI

8 min read

Word2Vec

The breakthrough that started it all

7 min read

Sentence Embeddings

From words to meaning

6 min read

Cosine Similarity

Popular

Measure similarity between vectors

6 min read

2 Infrastructure

Vector Databases

Popular

Store and search vectors at scale

10 min read

Vector DB Comparison

Pinecone vs Weaviate vs Qdrant

8 min read

Vector Search Tutorial

Build your first similarity search

12 min read

3 Applications

Semantic Search

Search by meaning, not keywords

7 min read

RAG

Hot

Retrieval Augmented Generation

10 min read

Dimensionality Reduction

PCA, t-SNE, UMAP explained

8 min read

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