# Embedding Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/embedding
> Markdown URL: https://aitinkerers.org/technologies/embedding.md
> Technology record last updated: 2026-03-28T13:53:34Z
> Generated: 2026-10-24T10:56:27Z

Embeddings convert complex data like text and images into high-dimensional vectors to measure semantic similarity.

Embedding technology transforms discrete data points into continuous vector spaces, allowing machines to calculate the 'distance' between concepts. By mapping words, images, or audio into arrays of numbers (often 1,536 dimensions or more), models like text-embedding-3-large can identify that 'king' and 'queen' are semantically closer than 'king' and 'keyboard.' This mathematical representation is the backbone of modern AI, powering everything from semantic search and recommendation engines to retrieval-augmented generation (RAG) for large language models.

- Official technology site: https://platform.openai.com/docs/guides/embeddings
- Public AI Tinkerers demos and talks: 2
- Result page: 1 of 1

## Recent Public Talks and Demos

### [From AI Agent Demo to Enterprise Reality Usecases](https://ho-chi-minh-city.aitinkerers.org/talks/rsvp_tu-93CcrdmY)

- Event context: AI Tinkerers Ho Chi Minh City: From Prompt to Agent — 2026-03-07 — Ho Chi Minh City
- Public talk page: https://ho-chi-minh-city.aitinkerers.org/talks/rsvp_tu-93CcrdmY

### [Oracle & NVIDIA AI‑Q: A Blueprint for High‑Performance Research Automation](https://singapore.aitinkerers.org/talks/rsvp_M4Vy0ySvk_Y)

- Event context: AI Tinkerers - The Age of AI & Infrastructure (Singapore) — 2026-02-11 — Singapore
- Public talk page: https://singapore.aitinkerers.org/talks/rsvp_M4Vy0ySvk_Y

## Related Technologies

- [Chunking](https://aitinkerers.org/technologies/chunking) ([Markdown](https://aitinkerers.org/technologies/chunking.md)) — 2 public demos
- [Embeddings](https://aitinkerers.org/technologies/embeddings) ([Markdown](https://aitinkerers.org/technologies/embeddings.md)) — 22 public demos
- [Inference](https://aitinkerers.org/technologies/inference) ([Markdown](https://aitinkerers.org/technologies/inference.md)) — 9 public demos
- [LLM](https://aitinkerers.org/technologies/llm) ([Markdown](https://aitinkerers.org/technologies/llm.md)) — 123 public demos
- [NeMo Retriever](https://aitinkerers.org/technologies/nemo-retriever) ([Markdown](https://aitinkerers.org/technologies/nemo-retriever.md)) — 1 public demo
- [NVIDIA AI Enterprise](https://aitinkerers.org/technologies/nvidia-ai-enterprise) ([Markdown](https://aitinkerers.org/technologies/nvidia-ai-enterprise.md)) — 1 public demo
- [Oracle Database 26ai](https://aitinkerers.org/technologies/oracle-database-26ai) ([Markdown](https://aitinkerers.org/technologies/oracle-database-26ai.md)) — 1 public demo
- [Oracle Vector Search](https://aitinkerers.org/technologies/oracle-vector-search) ([Markdown](https://aitinkerers.org/technologies/oracle-vector-search.md)) — 1 public demo
- [RAG](https://aitinkerers.org/technologies/rag) ([Markdown](https://aitinkerers.org/technologies/rag.md)) — 148 public demos
- [Redmind](https://aitinkerers.org/technologies/redmind) ([Markdown](https://aitinkerers.org/technologies/redmind.md)) — 1 public demo
- [Retrieval](https://aitinkerers.org/technologies/retrieval) ([Markdown](https://aitinkerers.org/technologies/retrieval.md)) — 4 public demos
- [SQL](https://aitinkerers.org/technologies/sql) ([Markdown](https://aitinkerers.org/technologies/sql.md)) — 17 public demos
- [Vector Search](https://aitinkerers.org/technologies/vector-search) ([Markdown](https://aitinkerers.org/technologies/vector-search.md)) — 12 public demos