agora
Music GROUP
Customizable music recommendation engine
Improving Recommendation Accuracy through Machine Learning and Textual Features
Dec 04, 2023 11:00 AM EST
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word
energy
danceability
tempo
Instrumental
key
sentiment
chord progression
valence
theme
Looking for a Song with a Specific Feature?
Expanding Your Music Library with Dimensional Analysis
Picture analyzing every aspect of a song over time, allowing you to discover new tracks that share similar qualities.
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Roadmap
Feature Exploration
- Numerical Feature
- Tempo
- Key
- Valence
- Chord Progression
Textual Feature Clustering
Mixture of supervised and Unsupervised
- Bag of Word
- KNN
- Hierachical
- Word2Vec
- KNN
- LDA
- Sentimental Analysis
Using Numerical and Textual Features to Predict Sentiment Analysis
Similarity Score
Application
- similarity score calculate
- customizable recommendation search engine
Numerical
Feature
Chord Progression
Liveness
Valence
Tempo
Key
Genre
Danceability
Textual Features
- Clean text
- Regex
- Pos tagging
- Remove punctuation
- Stopwords
- empty tokens
Bag of Words
KNN Clustering
Bag of Words
Hierachical Clustering
Sentimental Analysis
LDA
Word2Vec + K-means
Part 1: Clustering lyrics documents using Word2Vec and K-means (unsupervised learning)
Part 2: Predict Clustering by other song features using random forest (supervised learning)
Predict Clustering by other song features using random forest
Decision Tree
RanDom Forest
Similarity Score
Want to find how similar two songs are?
Song #1
Song #2
See the Score
Customizable
Music Search Engine
word
energy
danceability
tempo
Instrumental
key
sentiment
chord progression
valence
theme
Song
Targeted Area
Record Laebl
It can be advantageous to sign bands that share a comparable vibe.
musician
Inspiration
Exploring music that resonates with you can be inspiring
AI-Powering
Creation
The content can form a material pool to create more targeted content.