Hard⏱ time3 hr$ cost0
Music Genre Classifier
Train a model to guess a song's genre from short audio clips.
Start building ↓
Result first
The build
Step 01
Extract features
Turn clips into spectrogram features.
Step 02
Train
Fit a classifier on labelled genres.
Step 03
Validate
Test on held-out clips.
Step 04
Guess
Feed a new clip and read the genre.
Working Principle
The model learns the sound features typical of each genre and matches a new clip to the closest genre profile.
The science behind it
A closer look
Audio features like rhythm and frequency content distinguish genres; the model learns those statistical patterns.
Take it further
Variables to test
- 1 Which two genres get confused most?
- 2 Use longer clips — better accuracy?
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