logseq/pages/Omnivore___29-01-2024___The perfect three-way- data, models and AI.md

full-title:: The perfect three-way: data, models and AI site:: Modeling Languages author:: Jordi Cabot labels:: RSS date-saved:: 29-01-2024 date-published:: 28-01-2024 date-archived:: 30-01-2024 is-archived:: 10 source:: Omnivore state:: archived

- ### Highlights
	- > This means that **the conceptual modeling community has the chance to bring their expertise to the AI world**, helping the AI community to improve the way they represent, transform, reuse and deploy ML artefacts. [⤴️](https://omnivore.app/me/the-perfect-three-way-data-models-and-ai-18d54050110#f3cd10b1-5add-4bec-b054-3861be046386)
	- > use AI techniques to synthesize new artificial data compliant with a certain model structure. [⤴️](https://omnivore.app/me/the-perfect-three-way-data-models-and-ai-18d54050110#ef321724-fcde-4181-9e41-e877d771f60c)
	- > AI techniques to infer the data models representing the structure of the dataset [⤴️](https://omnivore.app/me/the-perfect-three-way-data-models-and-ai-18d54050110#32c15b56-6ae4-404d-83c1-390790e25158)
	- > But we are now entering a new phase where all these new approaches are becoming a commodity. [⤴️](https://omnivore.app/me/the-perfect-three-way-data-models-and-ai-18d54050110#365f7032-5a96-4da1-b32e-50b8b5658cb4)
	- > **companies need to turn their attention to the data** used for training the ML models. [⤴️](https://omnivore.app/me/the-perfect-three-way-data-models-and-ai-18d54050110#7f76e112-8a7b-48a8-b9eb-1844af81d14c)
	- > **Data and data models are back in fashion** thanks to the AI fever. [⤴️](https://omnivore.app/me/the-perfect-three-way-data-models-and-ai-18d54050110#72b989e7-3d34-46d8-9c52-3c6d62353252)
	- > But this also means that classical problems like data annotation, data mining, data fusion, data composition, etc., now in an ML context, must be revisited. [⤴️](https://omnivore.app/me/the-perfect-three-way-data-models-and-ai-18d54050110#8b7f28dc-4dc7-45f1-8445-8071ff927591)
	- > we may need to first infer the implicit schema behind that data to be able to interpret it. [⤴️](https://omnivore.app/me/the-perfect-three-way-data-models-and-ai-18d54050110#4dafb7bc-947b-4c17-b4c1-1c20c14b1611) 
	  omnivore-note:: [[ideas]] #omnivore-note-color
	- > data, data models and AI [⤴️](https://omnivore.app/me/the-perfect-three-way-data-models-and-ai-18d54050110#fa41a098-783c-41b6-be9e-1dad3532ac3c)