Exploratory Data Analysis (EDA) of Portuguese "vinho verde" wine dataset, examining physicochemical properties and quality scores.
-
Updated
Jul 8, 2024 - Jupyter Notebook
Exploratory Data Analysis (EDA) of Portuguese "vinho verde" wine dataset, examining physicochemical properties and quality scores.
In this project I did lot of efforts because the dataset used was imbalanced that's why i couldn't find any ML algorithms that gave me good results, I tried different Sampling techniques, although nothing happened. Finally I build this project using ANN and got an 77% accuracy and also very good precision, recall and f1 score.
Data cleaning and find the quailty of the wine using models
This repo contains an end-to-end project for predicting wine quality using machine learning.
This project involves building a machine learning model using Random Forest Classification to predict the quality of wine based on various chemical properties.
Example data-science web application, from "Hello, World!" to app
This project investigates the quality of red wine and its correlation with various factors to enhance understanding and improve wine production processes.
This project is designed to predict the quality of red or white wine based on various features. It utilizes Streamlit for the user interface and incorporates machine learning models from scikit-learn.
End to End Wine Quality Prediction
Forecasting Wine Sales of Two Different types of Wine. After thorough Data Analysis, different models have been used and tested such as Exponential Smoothing Models, Regression, Naive Forecast, Simple Average, Moving Average. Stationarity of the data is checked. Automated Version of ARIMA/SARIMA Model built. Comparison of Models.
Comparing Linear Regression with kNN, Decision Tree and Random Forest with Bayesian Inference to Predict Wine Quality in Python.
App for pK spectroscopy.
Wine Quality Prediction using Xgboost Classifier in Python
Classification of wine quality using a hard_parzen and a soft_parzen with gaussian kernel models
Predict wine quality using a deep neural network model and STM Embedded AI
Practice dataset for regression or classification modelling
Wine Quality Prediction
Having fun with MLOPS: Wine Stuff
This project was completed during the completion of the Bachelor of Science degree in Data Management and Data Analytics from Western Governors University
Add a description, image, and links to the wine-quality topic page so that developers can more easily learn about it.
To associate your repository with the wine-quality topic, visit your repo's landing page and select "manage topics."