cl;asification problem using classification models in supervised learning

Overview

wine-quality-predition---classification

cl;asification problem using classification models in supervised learning

Wine Quality Prediction Analysis - Classification

Dataset Information

The two datasets are related to red and white variants of the Portuguese "Vinho Verde" wine. These datasets can be viewed as classification or regression tasks. The classes are ordered and not balanced (e.g. there are munch more normal wines than excellent or poor ones). Outlier detection algorithms could be used to detect the few excellent or poor wines. Also, we are not sure if all input variables are relevant. So it could be interesting to test feature selection methods. Two datasets were combined and few values were randomly removed.

Attribute Information:

Input variables (based on physicochemical tests):
1 - fixed acidity
2 - volatile acidity
3 - citric acid
4 - residual sugar
5 - chlorides
6 - free sulfur dioxide
7 - total sulfur dioxide
8 - density
9 - pH
10 - sulphates
11 - alcohol
Output variable (based on sensory data):
12 - quality (score between 0 and 10)

Download link: https://www.kaggle.com/rajyellow46/wine-quality

Libraries

  • numpy
  • pandas
  • matplotlib
  • seaborn
  • scikit-learn

    Future Work

  • Handling missing values
  • Removing Outliers
  • Removing Attributes
  • Random oveerSampling

    Algorithms

  • Logistic Regression
  • Decision Tree
  • Random Forest
  • KNn
  • svm in SVC
  • Extra Tress
  • LightGBM

    Best Model Accuracy: 90.00 -> from Extra tree classifier

  • Owner
    Vineeth Reddy Gangula
    The guy who loves to explore the thrill of adventure!!! Follow the passion no matter what comes in the way... Rise up and push past your limits..!
    Vineeth Reddy Gangula
    A program to recognize fruits on pictures or videos using yolov5

    Yolov5 Fruits Detector Requirements Either Linux or Windows. We recommend Linux for better performance. Python 3.6+ and PyTorch 1.7+. Installation To

    Fateme Zamanian 30 Jan 06, 2023
    Robocop is your personal mini voice assistant made using Python.

    Robocop-VoiceAssistant To use this project, you should have python installed in your system. If you don't have python installed, install it beforehand

    Sohil Khanduja 3 Feb 26, 2022
    A Probabilistic End-To-End Task-Oriented Dialog Model with Latent Belief States towards Semi-Supervised Learning

    LABES This is the code for EMNLP 2020 paper "A Probabilistic End-To-End Task-Oriented Dialog Model with Latent Belief States towards Semi-Supervised L

    17 Sep 28, 2022
    An educational AI robot based on NVIDIA Jetson Nano.

    JetBot Looking for a quick way to get started with JetBot? Many third party kits are now available! JetBot is an open-source robot based on NVIDIA Jet

    NVIDIA AI IOT 2.6k Dec 29, 2022
    An optimization and data collection toolbox for convenient and fast prototyping of computationally expensive models.

    An optimization and data collection toolbox for convenient and fast prototyping of computationally expensive models. Hyperactive: is very easy to lear

    Simon Blanke 422 Jan 04, 2023
    Accommodating supervised learning algorithms for the historical prices of the world's favorite cryptocurrency and boosting it through LightGBM.

    Accommodating supervised learning algorithms for the historical prices of the world's favorite cryptocurrency and boosting it through LightGBM.

    1 Nov 27, 2021
    End-to-end speech secognition toolkit

    End-to-end speech secognition toolkit This is an E2E ASR toolkit modified from Espnet1 (version 0.9.9). This is the official implementation of paper:

    Jinchuan Tian 147 Dec 28, 2022
    retweet 4 satoshi ⚡️

    rt4sat retweet 4 satoshi This bot is the codebase for https://twitter.com/rt4sat please feel free to create an issue if you saw any bugs basically thi

    6 Sep 30, 2022
    DeiT: Data-efficient Image Transformers

    DeiT: Data-efficient Image Transformers This repository contains PyTorch evaluation code, training code and pretrained models for DeiT (Data-Efficient

    Facebook Research 3.2k Jan 06, 2023
    An open source app to help calm you down when needed.

    By: Seanpm2001, Et; Al. Top README.md Read this article in a different language Sorted by: A-Z Sorting options unavailable ( af Afrikaans Afrikaans |

    Sean P. Myrick V19.1.7.2 2 Oct 24, 2022
    This toolkit provides codes to download and pre-process the SLUE datasets, train the baseline models, and evaluate SLUE tasks.

    slue-toolkit We introduce Spoken Language Understanding Evaluation (SLUE) benchmark. This toolkit provides codes to download and pre-process the SLUE

    ASAPP Research 39 Sep 21, 2022
    Code-free deep segmentation for computational pathology

    NoCodeSeg: Deep segmentation made easy! This is the official repository for the manuscript "Code-free development and deployment of deep segmentation

    André Pedersen 26 Nov 23, 2022
    NeRF visualization library under construction

    NeRF visualization library using PlenOctrees, under construction pip install nerfvis Docs will be at: https://nerfvis.readthedocs.org import nerfvis s

    Alex Yu 196 Jan 04, 2023
    Official implementation for TTT++: When Does Self-supervised Test-time Training Fail or Thrive

    TTT++ This is an official implementation for TTT++: When Does Self-supervised Test-time Training Fail or Thrive? TL;DR: Online Feature Alignment + Str

    VITA lab at EPFL 39 Dec 25, 2022
    Lane follower: Lane-detector (OpenCV) + Object-detector (YOLO5) + CAN-bus

    Lane Follower This code is for the lane follower, including perception and control, as shown below. Environment Hardware Industrial Camera Intel-NUC(1

    Siqi Fan 3 Jul 07, 2022
    A simple, fully convolutional model for real-time instance segmentation.

    You Only Look At CoefficienTs ██╗ ██╗ ██████╗ ██╗ █████╗ ██████╗████████╗ ╚██╗ ██╔╝██╔═══██╗██║ ██╔══██╗██╔════╝╚══██╔══╝ ╚██

    Daniel Bolya 4.6k Dec 30, 2022
    NCVX (NonConVeX): A User-Friendly and Scalable Package for Nonconvex Optimization in Machine Learning.

    NCVX NCVX: A User-Friendly and Scalable Package for Nonconvex Optimization in Machine Learning. Please check https://ncvx.org for detailed instruction

    SUN Group @ UMN 28 Aug 03, 2022
    Pre-Training Graph Neural Networks for Cold-Start Users and Items Representation.

    Pretrain-Recsys This is our Tensorflow implementation for our WSDM 2021 paper: Bowen Hao, Jing Zhang, Hongzhi Yin, Cuiping Li, Hong Chen. Pre-Training

    30 Nov 14, 2022
    Official PyTorch implementation of Synergies Between Affordance and Geometry: 6-DoF Grasp Detection via Implicit Representations

    Synergies Between Affordance and Geometry: 6-DoF Grasp Detection via Implicit Representations Zhenyu Jiang, Yifeng Zhu, Maxwell Svetlik, Kuan Fang, Yu

    UT-Austin Robot Perception and Learning Lab 63 Jan 03, 2023
    VolumeGAN - 3D-aware Image Synthesis via Learning Structural and Textural Representations

    VolumeGAN - 3D-aware Image Synthesis via Learning Structural and Textural Representations 3D-aware Image Synthesis via Learning Structural and Textura

    GenForce: May Generative Force Be with You 116 Dec 26, 2022