Jovian
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  • Table of Contents:

    • Data Summary

    • Data Cleaning

    • Exploratory Data Analysis

    • Importing libraries

    • Upsampling, Splitting the Dataset & Standardization

    • Model Building on Main dataset
      Logistic Regression Model
      K-Nearest Neighbours Model
      SVC
      Decision Trees Classifier
      Random Forest Classifier
      XGBoost Classifier

    • Evolution matrix

    • Scaling
      Logistic Regression Model
      K-Nearest Neighbours Model
      SVC
      logistic regression after polynomial degree 2

    • HyperParameter Tuning
      Logistic Regression Model
      Logistic regression after polynomial degree 2
      K-Nearest Neighbours Model
      XGBoost Classifier

    • Comparing base fit and tuned fit,scaled tuned fit and scaled fit.

    • Final Conlusion

!pip install jovian --upgrade -q
import jovian
jovian.set_project('ml_projectzzz')
!pip install jovian opendatasets --upgrade --quiet
dataset_url = 'https://www.kaggle.com/iabhishekofficial/mobile-price-classification?select=train.csv' 
import opendatasets as od
od.download(dataset_url)
Please provide your Kaggle credentials to download this dataset. Learn more: http://bit.ly/kaggle-creds Your Kaggle username: abhichand Your Kaggle Key: ··········
100%|██████████| 70.6k/70.6k [00:00<00:00, 15.2MB/s]
Downloading mobile-price-classification.zip to ./mobile-price-classification