YoVDO

Melody Generation with Transformers - Generative Music AI

Offered By: Valerio Velardo - The Sound of AI via YouTube

Tags

Transformers Courses Deep Learning Courses Neural Networks Courses TensorFlow Courses Generative AI Courses Data Preprocessing Courses Model Training Courses Encoder-Decoder Architecture Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Implement a transformer architecture in TensorFlow to generate melodies end-to-end in this comprehensive 1-hour 12-minute tutorial. Explore melody encoding, dataset preprocessing, model building, training, and inference. Dive into the code overview, examine the melody dataset, and understand the MelodyPreprocessor. Learn about the Transformer model, including its Encoder, EncoderLayer, Decoder, and DecoderLayer components. Discover how to create a MelodyGenerator and write a train script. Run the training process and experiment with the code to generate unique melodies using AI.

Syllabus

Intro
What we'll build
Code overview
Melody dataset
MelodyPreprocessor
Transformer
Encoder
EncoderLayer
Decoder
DecoderLayer
MelodyGenerator
Train script
Runing the train script
Experimenting with the code


Taught by

Valerio Velardo - The Sound of AI

Related Courses

Neural Networks for Machine Learning
University of Toronto via Coursera Good Brain, Bad Brain: Basics
University of Birmingham via FutureLearn Statistical Learning with R
Stanford University via edX Machine Learning 1—Supervised Learning
Brown University via Udacity Fundamentals of Neuroscience, Part 2: Neurons and Networks
Harvard University via edX