Generating Sound with Neural Networks: Difference between revisions
Jump to navigation
Jump to search
mNo edit summary |
mNo edit summary |
||
| Line 4: | Line 4: | ||
= Sound Generation with Neural Networks - INTRO = | = Sound Generation with Neural Networks - INTRO = | ||
Ey8IZQl_lKs | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="Ey8IZQl_lKs" /> | ||
= Sound Generation with Deep Learning || Approaches and Challenges = | = Sound Generation with Deep Learning || Approaches and Challenges = | ||
pwV8K9wXY2E | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="pwV8K9wXY2E" /> | ||
= Autoencoders Explained Easily= | = Autoencoders Explained Easily= | ||
<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="TtyoFTyJuEY" /> | |||
= How to Implement Autoencoders in Python and Keras - The Encoder = | = How to Implement Autoencoders in Python and Keras - The Encoder = | ||
<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="iCwMQJnKk2c" /> | |||
= How to Implement Autoencoders in Python and Keras - The Decoder = | = How to Implement Autoencoders in Python and Keras - The Decoder = | ||
SF1uAtU5-BU | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="SF1uAtU5-BU" /> | ||
= Building and Training an Autoencoder in Keras + TensorFlow + Python = | = Building and Training an Autoencoder in Keras + TensorFlow + Python = | ||
6fZdJKm-fSk | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="6fZdJKm-fSk" /> | ||
= Saving the Autoencoder in Keras = | = Saving the Autoencoder in Keras = | ||
UIC0Irq-Eok | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="UIC0Irq-Eok" /> | ||
= Generation with AutoEncoders: Results and Limitations = | = Generation with AutoEncoders: Results and Limitations = | ||
-HqG2s4dxJ0 | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="-HqG2s4dxJ0" /> | ||
= From Autoencoders to Variational Autoencoders: Improving the Encoder = | = From Autoencoders to Variational Autoencoders: Improving the Encoder = | ||
b8AzCgY1gZI | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="b8AzCgY1gZI" /> | ||
= From Autoencoders to Variational Autoencoders: Improving the Loss Function = | = From Autoencoders to Variational Autoencoders: Improving the Loss Function = | ||
lRsqFbgGyKg | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="lRsqFbgGyKg" /> | ||
= How to implement a Variational AutoEncoder in Python and Keras = | = How to implement a Variational AutoEncoder in Python and Keras = | ||
A6mdOEPGM1E | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="A6mdOEPGM1E" /> | ||
= Preprocessing Audio Datasets for Machine Learning = | = Preprocessing Audio Datasets for Machine Learning = | ||
O04v3cgHNeM | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="O04v3cgHNeM" /> | ||
= Training a VAE with Speech Data in Keras = | = Training a VAE with Speech Data in Keras = | ||
UGTAzMX3vjQ | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="UGTAzMX3vjQ" /> | ||
= Generating Sound Digits with a Variational AutoEncoder = | = Generating Sound Digits with a Variational AutoEncoder = | ||
fWSoEqWNh8w | <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="fWSoEqWNh8w" /> | ||
Revision as of 22:36, 29 August 2021
Generating Sound with Neural Networks
Learn how to generate sound from audio files 🎧 🎧 using Variational Autoencoders.
Sound Generation with Neural Networks - INTRO[edit]
Sound Generation with Deep Learning || Approaches and Challenges[edit]
Autoencoders Explained Easily[edit]
How to Implement Autoencoders in Python and Keras - The Encoder[edit]
How to Implement Autoencoders in Python and Keras - The Decoder[edit]
Building and Training an Autoencoder in Keras + TensorFlow + Python[edit]
Saving the Autoencoder in Keras[edit]
Generation with AutoEncoders: Results and Limitations[edit]
From Autoencoders to Variational Autoencoders: Improving the Encoder[edit]
From Autoencoders to Variational Autoencoders: Improving the Loss Function[edit]
How to implement a Variational AutoEncoder in Python and Keras[edit]
Preprocessing Audio Datasets for Machine Learning[edit]
Training a VAE with Speech Data in Keras[edit]