Melody Generation with RNN-LSTM

Learn how to generate melodies using Long Short-Term Memory (LSTM) networks in this comprehensive tutorial series spanning nearly 5 hours. Master the essential music theory concepts needed for melody generation, then dive into preprocessing song datasets through a detailed three-part process. Discover how to create melody sequences specifically designed for neural network training, and gain hands-on experience training LSTM networks for musical composition. Practice generating original melodies using your trained neural network and learn the practical skill of converting your AI-generated compositions into MIDI format for playback and further editing.

Syllabus

Generating Melodies with LSTM Nets: Series Overview
Music Theory Concepts for Melody Generation
Preprocessing Song Dataset for Melody Generation, pt. 1
Preprocessing Song Dataset for Melody Generation, pt. 2
Preprocessing Song Dataset for Melody Generation, pt. 3
How to Create Melody Sequences to Train a Neural Netowrk
Training a Long-Short Term Memory Network for Melody Generation
Generating Melodies with a Neural Network
Converting Generated Melodies to MIDI