Giter Club home page Giter Club logo

projet_api_logement_aurelie's Introduction

projet_api_logement_aurelie WITH ML FLOW

mlflow --help

Version simple

1. En python

1.1. Créer le model en python, et le sauvegarder dans ML Flow

Créer la signature :

from mlflow.models.signature import infer_signature
signature = infer_signature(X_train, y_train)

1.2. Ajout du modèle dans ML Flow

import mlflow.sklearn
nom_model = 'mlfow_model'
mlflow.sklearn.save_model(pipeline, nom_model, signature=signature)
print(f"mlflow models serve -m {nom_model}/") # avec conda
print(f"mlflow models serve -m {nom_model}/ --env-manager=local") # Sans conda

2. Lancer le serveur ML Flow

Se positionner dans le répertoire du projet

# avec conda
print(f"mlflow models serve -m {nom_model}/") 
# Sans conda
print(f"mlflow models serve -m {nom_model}/ --env-manager=local") 

3. Lancer le serveur avec l'UI

Se positionner dans le répertoire du projet

print('streamlit run myfile.py')

ML Flow avec suivi des environnements et version de modèles

TODO

projet_api_logement_aurelie's People

Contributors

aurao22 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.