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# Utiliser un Modèle

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HuggingFace!


OpenAI!

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## Laisser une porte de sortie

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## Considérations pour l'UX

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## Working with Large Language Models

(don't mistake them for a ghost in the shell :wink:)
[David Chalmers: Are Large Language Models sentient?](https://www.youtube.com/watch?v=-BcuCmf00_Y)
[LaMDA](https://archive.ph/1jdOO)
> AI ethicists warned Google not to impersonate humans. Now one of Google’s own thinks there’s a ghost in the machine.

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## Outils

Dev, Collab, etc

### Libs fondamentales

NumPy

Pandas


### Frameworks importants

Jupyter Notebooks

PyTorch 

TensorFlow

### ML to API

Flask

FastAPI

#### Deploiement

Kubernetes et consorts
KubeML? TensorflowMobile?
APIs! HF, OpenAI, etc

### Code quality

PyLint
Black
PyDantic
MyPy
