Machine Learning with Python - Classification using Supervised Algorithms,Visualization

By Dr. Prerna's Computer Science(IT) Store
Machine learning Python, Python, Machine learning projects
Beginner, Intermediate, Bachelors/Undergraduate, Masters/Postgraduate, Doctorate/PhD
Activity, Laboratory, Project
Language used:

This project showcases the Classification using various ML Algorithms and Visualization of the data. It includes:

Visualizing the data

  • BoxPlot

  • Histogram

  • ScatterPlot

  • Cross Tabulations

Training and modeling the data

  • Splitting a dataset into training and testing

    Classification using Supervised Algorithms

  • KNN

  • Decision Tree

  • Random forest

  • Support Vector Machine

  • Logistic Regression

  • Naive Bayes

Evaluating Performance of the Model

  • Confusion Matrix

  • Kappa Score

  • F - measure

  • ROC Curve

  • Accuracy

  • Recall

  • AUC

  • Error Rate

  • Precision

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