# Generative models Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/generative-models
> Markdown URL: https://aitinkerers.org/technologies/generative-models.md
> Technology record last updated: 2026-03-11T16:51:33Z
> Generated: 2026-10-25T11:02:04Z

Generative models: AI systems that learn the underlying distribution of a dataset to produce novel, high-quality content: text, images, audio, and code.

This technology is the core engine for modern AI creation. Generative models capture the complex patterns within massive datasets, then synthesize new data points that share the original characteristics. Key architectures drive this capability: Generative Adversarial Networks (GANs) use two competing neural networks (generator and discriminator) to refine output quality; Variational Autoencoders (VAEs) focus on efficient data representation; and Transformer models, like those powering GPT-4, excel at sequential data tasks. Diffusion models, which generate realistic images by reversing a noise process, power tools like DALL-E and Midjourney. These models are not classifiers; they are creators, rapidly accelerating productivity across design, software development, and content strategy.

- Official technology site: https://www.ibm.com/topics/generative-ai
- Public AI Tinkerers demos and talks: 3
- Result page: 1 of 1

## Recent Public Talks and Demos

### [A wolf in sheep's clothing](https://medellin.aitinkerers.org/talks/rsvp_ibWb5rqYBE8)

- Event context: AI Tinkerers Medellín #14 - Wizeline - 26 de Junio, 2025 — 2025-06-26 — Medellín
- Public talk page: https://medellin.aitinkerers.org/talks/rsvp_ibWb5rqYBE8

### [GraphRAG in action: solving real-life use cases with intelligent retrieval and generation](https://poland.aitinkerers.org/talks/rsvp_4FU8Sw9rrJ4)

- Event context: AI Tinkerers Poland - Second Meetup in Warsaw (January) — 2025-01-30 — Poland
- Public talk page: https://poland.aitinkerers.org/talks/rsvp_4FU8Sw9rrJ4

### [AI for Capital Markets, Agents, Evaluation](https://london.aitinkerers.org/talks/rsvp_k2jEXYltQMw)

- Event context: AI Tinkerers London - October Meetup 🎃 — 2024-10-31 — London
- Public talk page: https://london.aitinkerers.org/talks/rsvp_k2jEXYltQMw

## Related Technologies

- [PyTorch](https://aitinkerers.org/technologies/pytorch) ([Markdown](https://aitinkerers.org/technologies/pytorch.md)) — 274 public demos
- [Agentic Pipelines](https://aitinkerers.org/technologies/agentic-pipelines) ([Markdown](https://aitinkerers.org/technologies/agentic-pipelines.md)) — 2 public demos
- [Apache Jena](https://aitinkerers.org/technologies/apache-jena) ([Markdown](https://aitinkerers.org/technologies/apache-jena.md)) — 1 public demo
- [ArangoDB](https://aitinkerers.org/technologies/arangodb) ([Markdown](https://aitinkerers.org/technologies/arangodb.md)) — 2 public demos
- [BERT](https://aitinkerers.org/technologies/bert) ([Markdown](https://aitinkerers.org/technologies/bert.md)) — 179 public demos
- [Blazegraph](https://aitinkerers.org/technologies/blazegraph) ([Markdown](https://aitinkerers.org/technologies/blazegraph.md)) — 2 public demos
- [BLOOM](https://aitinkerers.org/technologies/bloom) ([Markdown](https://aitinkerers.org/technologies/bloom.md)) — 115 public demos
- [Dgraph](https://aitinkerers.org/technologies/dgraph) ([Markdown](https://aitinkerers.org/technologies/dgraph.md)) — 1 public demo
- [Evaluation](https://aitinkerers.org/technologies/evaluation) ([Markdown](https://aitinkerers.org/technologies/evaluation.md)) — 1 public demo
- [GPT-3](https://aitinkerers.org/technologies/gpt-3) ([Markdown](https://aitinkerers.org/technologies/gpt-3.md)) — 191 public demos
- [GPT-4](https://aitinkerers.org/technologies/gpt-4) ([Markdown](https://aitinkerers.org/technologies/gpt-4.md)) — 529 public demos
- [GraphRAG](https://aitinkerers.org/technologies/graphrag) ([Markdown](https://aitinkerers.org/technologies/graphrag.md)) — 13 public demos
- [Keras](https://aitinkerers.org/technologies/keras) ([Markdown](https://aitinkerers.org/technologies/keras.md)) — 74 public demos
- [Llama-2](https://aitinkerers.org/technologies/llama-2) ([Markdown](https://aitinkerers.org/technologies/llama-2.md)) — 227 public demos
- [MLflow](https://aitinkerers.org/technologies/mlflow) ([Markdown](https://aitinkerers.org/technologies/mlflow.md)) — 5 public demos
- [Neo4j](https://aitinkerers.org/technologies/neo4j) ([Markdown](https://aitinkerers.org/technologies/neo4j.md)) — 29 public demos
- [ONNX](https://aitinkerers.org/technologies/onnx) ([Markdown](https://aitinkerers.org/technologies/onnx.md)) — 84 public demos
- [PaLM 2](https://aitinkerers.org/technologies/palm-2) ([Markdown](https://aitinkerers.org/technologies/palm-2.md)) — 116 public demos
