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vvmnnnkv/wine-quality

2023-12-26 23:24 0 微浪网
导语: Wine Quality classification...,

vvmnnnkv/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<br /> import joblib<br /> import pandas as pd<br /> REPO_ID = "julien-c/wine-quality"<br /> FILENAME = "sklearn_model.joblib"<br /> model = joblib.load(cached_download(<br /> hf_hub_url(REPO_ID, FILENAME)<br /> ))<br /> # model is a `sklearn.pipeline.Pipeline`<br />


Get sample data from this repo

data_file = cached_download(<br /> hf_hub_url(REPO_ID, "winequality-red.csv")<br /> )<br /> winedf = pd.read_csv(data_file, sep=";")<br /> X = winedf.drop(["quality"], axis=1)<br /> Y = winedf["quality"]<br /> print(X[:3])<br />

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


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2023-12-26

2023-12-26

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