Generating Sound with Neural Networks: Difference between revisions

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= Sound Generation with Neural Networks - INTRO =
= Sound Generation with Neural Networks - INTRO =
Valerio Velardo - The Sound of AI
<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 =
Valerio Velardo - The Sound of AI
<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="pwV8K9wXY2E" />
 


= Autoencoders Explained Easily=
= Autoencoders Explained Easily=
Valerio Velardo - The Sound of AI
<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 =
Valerio Velardo - The Sound of AI
<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="iCwMQJnKk2c" />
 
 
= How to Implement Autoencoders in Python and Keras - The Decoder =
<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="SF1uAtU5-BU" />


= How to Implement Autoencoders in Python and Keras || The Decoder =
Valerio Velardo - The Sound of AI


= Building and Training an Autoencoder in Keras + TensorFlow + Python =
= Building and Training an Autoencoder in Keras + TensorFlow + Python =
Valerio Velardo - The Sound of AI
<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="6fZdJKm-fSk" />
 


= Saving the Autoencoder in Keras =
= Saving the Autoencoder in Keras =
Valerio Velardo - The Sound of AI
<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="UIC0Irq-Eok" />
 


= Generation with AutoEncoders: Results and Limitations =
= Generation with AutoEncoders: Results and Limitations =
Valerio Velardo - The Sound of AI
<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 =
Valerio Velardo - The Sound of AI
<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 =
Valerio Velardo - The Sound of AI
<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 =
Valerio Velardo - The Sound of AI
<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="A6mdOEPGM1E" />
 


= Preprocessing Audio Datasets for Machine Learning =
= Preprocessing Audio Datasets for Machine Learning =
Valerio Velardo - The Sound of AI
<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 =
Valerio Velardo - The Sound of AI
<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 =
Valerio Velardo - The Sound of AI
<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="fWSoEqWNh8w" />

Revision as of 23:36, 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]


Generating Sound Digits with a Variational AutoEncoder[edit]

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