AI Audio Analysis

Project Description

Project will showcase AI model's ability to deconstruct songs and then possibly make a genre-based or mood-based playlist for a user to enjoy.

Project Created & Devleloped by:

• Andrew Hernandez
• William Coleman

Reasearch Question

How accurately can an AI model predict a song's emotional mood based on extracted audio features compared to human perception?

Key Results

Methods

• Semi-supervised Learning

Data Sources

• Kaggle
• Audioset By Google
• EmoMusic
• GTZAN
• IRMAS

Technologies Used

• Librosa
• Matplotlib
• NumPy
• Optuna
• Pandas
• Pydub
• Python
• Scikit-learn
• Seaborn
• Spotify API
• Streamlit
• Tensorflow