Predict-Music-Genre ☜(゚ヮ゚☜)

Problem Statement👩‍🏫

Given a list of features from a song/music, classify it as any one of the target categories.

Tools used ⚙

Language: python 3.x

Editor: google colab

Visualizations: matplotlib, seaborn

ML Library: scikit learn

How did I start?👩

Loading the data ofcourse!

image

Observation🔎:

A little observation reveals pretty straight forward float features and a couple of categorical values(note: these will need some kind of conversion to be used for training)

image

image

Visualization📊:

Time for some cool graphs!

image

Actual Coding begins👩‍💻:

  1. Drop insignificant columns like (any kind of id's or names)

  2. Check for null values/special characters that will need trasformation

    image

  3. Preprocessing:

image

image

image

Model Building👩‍🏫

This is where we start building our classifiers which will be trained on this super clean data!

Prediction📓

Its show time!! Check the code to find which classifier performed the best!