# Vector embeddings Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/vector-embeddings
> Markdown URL: https://aitinkerers.org/technologies/vector-embeddings.md
> Technology record last updated: 2026-02-26T12:51:38Z
> Generated: 2026-10-22T23:39:48Z

Vector embeddings are high-dimensional numerical arrays that convert unstructured data (text, images) into a mathematical format, capturing semantic meaning and relationships for machine learning processing.

We use vector embeddings to transform complex data—like a sentence or an image—into a fixed-size array of floating-point numbers (e.g., 768 or 1536 dimensions). This process maps data points into a high-dimensional space where geometric distance directly correlates to semantic similarity: closer vectors mean more related concepts. Models like BERT or OpenAI’s text-embedding-ada-002 generate these vectors, enabling critical AI functions. Key applications include semantic search, recommendation engines, and Retrieval-Augmented Generation (RAG) systems, allowing algorithms to efficiently process meaning, not just keywords.

- Official technology site: https://www.elastic.co/what-is/vector-embeddings
- Public AI Tinkerers demos and talks: 4
- Result page: 1 of 1

## Recent Public Talks and Demos

### [The next step in RAG](https://amsterdam.aitinkerers.org/talks/rsvp_04QVj62I274)

- Event context: AI Tinkerers Summer Social — 2025-08-27 — Amsterdam
- Public talk page: https://amsterdam.aitinkerers.org/talks/rsvp_04QVj62I274

### [Transforming large scale data into vector embeddings](https://munich.aitinkerers.org/talks/rsvp_Ioie7Lci91g)

- Event context: AI Tinkerers Munich - November 21 — 2024-11-21 — Munich
- Public talk page: https://munich.aitinkerers.org/talks/rsvp_Ioie7Lci91g

### [Vector Data Exploration](https://mumbai.aitinkerers.org/talks/rsvp_Pl0RJmTx2CY)

- Event context: 🚀 AI Tinkerers Mumbai Chapter Launch! — 2024-10-05 — Mumbai
- Public talk page: https://mumbai.aitinkerers.org/talks/rsvp_Pl0RJmTx2CY

### [Living documentation you can talk to](https://sf.aitinkerers.org/talks/rsvp_rCTh_8Iu95Y)

- Event context: AI Tinkerers - San Francisco - Summer Edition - July 2024 — 2024-07-12 — San Francisco
- Public talk page: https://sf.aitinkerers.org/talks/rsvp_rCTh_8Iu95Y

## Related Technologies

- [RAG](https://aitinkerers.org/technologies/rag) ([Markdown](https://aitinkerers.org/technologies/rag.md)) — 148 public demos
- [Cloud computing](https://aitinkerers.org/technologies/cloud-computing) ([Markdown](https://aitinkerers.org/technologies/cloud-computing.md)) — 3 public demos
- [clustering](https://aitinkerers.org/technologies/clustering) ([Markdown](https://aitinkerers.org/technologies/clustering.md)) — 3 public demos
- [Data processing](https://aitinkerers.org/technologies/data-processing) ([Markdown](https://aitinkerers.org/technologies/data-processing.md)) — 1 public demo
- [Edge computing](https://aitinkerers.org/technologies/edge-computing) ([Markdown](https://aitinkerers.org/technologies/edge-computing.md)) — 6 public demos
- [LLMs](https://aitinkerers.org/technologies/llms) ([Markdown](https://aitinkerers.org/technologies/llms.md)) — 84 public demos
- [Mutable AI](https://aitinkerers.org/technologies/mutable-ai) ([Markdown](https://aitinkerers.org/technologies/mutable-ai.md)) — 1 public demo
- [Oasis](https://aitinkerers.org/technologies/oasis) ([Markdown](https://aitinkerers.org/technologies/oasis.md)) — 1 public demo
- [Oasis API](https://aitinkerers.org/technologies/oasis-api) ([Markdown](https://aitinkerers.org/technologies/oasis-api.md)) — 1 public demo
- [Ollama](https://aitinkerers.org/technologies/ollama) ([Markdown](https://aitinkerers.org/technologies/ollama.md)) — 79 public demos
- [PyTorch](https://aitinkerers.org/technologies/pytorch) ([Markdown](https://aitinkerers.org/technologies/pytorch.md)) — 274 public demos
- [Quasara](https://aitinkerers.org/technologies/quasara) ([Markdown](https://aitinkerers.org/technologies/quasara.md)) — 1 public demo
- [Taxonomy](https://aitinkerers.org/technologies/taxonomy) ([Markdown](https://aitinkerers.org/technologies/taxonomy.md)) — 1 public demo
- [Visualization](https://aitinkerers.org/technologies/visualization) ([Markdown](https://aitinkerers.org/technologies/visualization.md)) — 3 public demos