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wine-quality

julien-c / wine-quality

Run on huggingface.co
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Total runs: 77
24-hour runs: 0
7-day runs: 3
30-day runs: -78
Model's Last Updated: December 18 2023
tabular-classification

Introduction of wine-quality

Model Details of wine-quality

Wine Quality classification
A Simple Example of Scikit-learn Pipeline

Inspired by https://towardsdatascience.com/a-simple-example-of-pipeline-in-machine-learning-with-scikit-learn-e726ffbb6976 by Saptashwa Bhattacharyya

How to use 
from huggingface_hub import hf_hub_url, cached_download
import joblib
import pandas as pd

REPO_ID = "julien-c/wine-quality"
FILENAME = "sklearn_model.joblib"


model = joblib.load(cached_download(
    hf_hub_url(REPO_ID, FILENAME)
))

# model is a `sklearn.pipeline.Pipeline`
Get sample data from this repo 
data_file = cached_download(
    hf_hub_url(REPO_ID, "winequality-red.csv")
)
winedf = pd.read_csv(data_file, sep=";")


X = winedf.drop(["quality"], axis=1)
Y = winedf["quality"]

print(X[:3])
fixed acidity volatile acidity citric acid residual sugar chlorides free sulfur dioxide total sulfur dioxide density pH sulphates alcohol
0 7.4 0.7 0 1.9 0.076 11 34 0.9978 3.51 0.56 9.4
1 7.8 0.88 0 2.6 0.098 25 67 0.9968 3.2 0.68 9.8
2 7.8 0.76 0.04 2.3 0.092 15 54 0.997 3.26 0.65 9.8
Get your prediction 
labels = model.predict(X[:3])
# [5, 5, 5]
Eval 
model.score(X, Y)
# 0.6616635397123202
🍷 Disclaimer

No red wine was drunk (unfortunately) while training this model 🍷

Runs of julien-c wine-quality on huggingface.co

77
Total runs
0
24-hour runs
1
3-day runs
3
7-day runs
-78
30-day runs

More Information About wine-quality huggingface.co Model

wine-quality huggingface.co

wine-quality huggingface.co is an AI model on huggingface.co that provides wine-quality's model effect (), which can be used instantly with this julien-c wine-quality model. huggingface.co supports a free trial of the wine-quality model, and also provides paid use of the wine-quality. Support call wine-quality model through api, including Node.js, Python, http.

wine-quality huggingface.co Url

https://huggingface.co/julien-c/wine-quality

julien-c wine-quality online free

wine-quality huggingface.co is an online trial and call api platform, which integrates wine-quality's modeling effects, including api services, and provides a free online trial of wine-quality, you can try wine-quality online for free by clicking the link below.

julien-c wine-quality online free url in huggingface.co:

https://huggingface.co/julien-c/wine-quality

wine-quality install

wine-quality is an open source model from GitHub that offers a free installation service, and any user can find wine-quality on GitHub to install. At the same time, huggingface.co provides the effect of wine-quality install, users can directly use wine-quality installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

wine-quality install url in huggingface.co:

https://huggingface.co/julien-c/wine-quality

Url of wine-quality

wine-quality huggingface.co Url

Provider of wine-quality huggingface.co

julien-c
ORGANIZATIONS
huggingface.co

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