Generating Sound with Neural Networks - Revision history

Techbot: /* How to Implement Autoencoders in Python and Keras - The Encoder */

2021-12-12T14:37:30Z

How to Implement Autoencoders in Python and Keras - The Encoder

← Older revision		Revision as of 16:37, 12 December 2021
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	= 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="TtyoFTyJuEY" />		<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="TtyoFTyJuEY" />

	~~= 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 =

Techbot: /* Autoencoders Explained Easily */

2021-12-12T14:35:54Z

Autoencoders Explained Easily

← Older revision		Revision as of 16:35, 12 December 2021
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	= Autoencoders Explained Easily=		= Autoencoders Explained Easily=
			<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="xwrzh4e8DLs" />

			= How to Implement Autoencoders in Python and Keras \|\| The Encoder =
	<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="TtyoFTyJuEY" />		<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 =

Techbot: /* Sound Generation with Deep Learning - Approaches and Challenges */

2021-12-12T13:44:17Z

Sound Generation with Deep Learning - Approaches and Challenges

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 :03 Details about the sound generative system we'll build
 :44 What's next?
 = Autoencoders Explained Easily=

Techbot: /* Sound Generation with Deep Learning - Approaches and Challenges */

2021-12-12T13:43:14Z

Sound Generation with Deep Learning - Approaches and Challenges

Techbot: /* Sound Generation with Deep Learning - Approaches and Challenges */

2021-12-12T13:42:16Z

Sound Generation with Deep Learning - Approaches and Challenges

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 = Sound Generation with Deep Learning - Approaches and Challenges =
 <evlplayer id="player1" w="480" h="360" service="youtube" defaultid="pwV8K9wXY2E" />
 = Autoencoders Explained Easily=

Techbot: /* Sound Generation with Deep Learning || Approaches and Challenges */

2021-08-29T21:43:08Z

Sound Generation with Deep Learning || Approaches and Challenges

← Older revision		Revision as of 23:43, 29 August 2021
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	= Sound Generation with Deep Learning \|\| Approaches and Challenges =		= Sound Generation with Deep Learning - Approaches and Challenges =
	<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="pwV8K9wXY2E" />		<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="pwV8K9wXY2E" />


	= Autoencoders Explained Easily=		= Autoencoders Explained Easily=

Techbot at 21:36, 29 August 2021

2021-08-29T21:36:48Z

← Older revision		Revision as of 23:36, 29 August 2021
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	= 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=
	~~xwrzh4e8DLs~~		<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 =
	~~TtyoFTyJuEY~~		<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" />

Techbot at 21:32, 29 August 2021

2021-08-29T21:32:39Z

← Older revision		Revision as of 23:32, 29 August 2021
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	= Sound Generation with Neural Networks - INTRO =		= Sound Generation with Neural Networks - INTRO =
	~~Valerio Velardo - The Sound of AI~~		Ey8IZQl_lKs

	= Sound Generation with Deep Learning \|\| Approaches and Challenges =		= Sound Generation with Deep Learning \|\| Approaches and Challenges =
	~~Valerio Velardo - The Sound of AI~~		pwV8K9wXY2E

	= Autoencoders Explained Easily=		= Autoencoders Explained Easily=
	~~Valerio Velardo - The Sound of AI~~		xwrzh4e8DLs

	= 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~~		TtyoFTyJuEY

	= How to Implement Autoencoders in Python and Keras \|\| The Decoder =		= How to Implement Autoencoders in Python and Keras - The Decoder =
	~~Valerio Velardo~~ - ~~The Sound of AI~~		SF1uAtU5-BU

	= Building and Training an Autoencoder in Keras + TensorFlow + Python =		= Building and Training an Autoencoder in Keras + TensorFlow + Python =
	~~Valerio Velardo~~ - ~~The Sound of AI~~		6fZdJKm-fSk

	= Saving the Autoencoder in Keras =		= Saving the Autoencoder in Keras =
	~~Valerio Velardo~~ - ~~The Sound of AI~~		UIC0Irq-Eok

	= Generation with AutoEncoders: Results and Limitations =		= Generation with AutoEncoders: Results and Limitations =
	~~Valerio Velardo~~ - ~~The Sound of AI~~		-HqG2s4dxJ0

	= From Autoencoders to Variational Autoencoders: Improving the Encoder =		= From Autoencoders to Variational Autoencoders: Improving the Encoder =
	~~Valerio Velardo - The Sound of AI~~		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~~		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~~		A6mdOEPGM1E

	= Preprocessing Audio Datasets for Machine Learning =		= Preprocessing Audio Datasets for Machine Learning =
	~~Valerio Velardo - The Sound of AI~~		O04v3cgHNeM

	= Training a VAE with Speech Data in Keras =		= Training a VAE with Speech Data in Keras =
	~~Valerio Velardo - The Sound of AI~~		UGTAzMX3vjQ

	= Generating Sound Digits with a Variational AutoEncoder =		= Generating Sound Digits with a Variational AutoEncoder =
	~~Valerio Velardo - The Sound of AI~~		fWSoEqWNh8w

Techbot: Created page with "Generating Sound with Neural Networks Learn how to generate sound from audio files 🎧 🎧 using Variational Autoencoders. = Sound Generation with Neural Networks - INTRO..."

2021-08-29T21:08:28Z

Created page with "Generating Sound with Neural Networks Learn how to generate sound from audio files 🎧 🎧 using Variational Autoencoders. = Sound Generation with Neural Networks - INTRO..."

New page

Generating Sound with Neural Networks

Learn how to generate sound from audio files 🎧 🎧 using Variational Autoencoders.

= Sound Generation with Neural Networks - INTRO =
Valerio Velardo - The Sound of AI

= Sound Generation with Deep Learning || Approaches and Challenges =
Valerio Velardo - The Sound of AI

= Autoencoders Explained Easily=
Valerio Velardo - The Sound of AI

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

= 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 =
Valerio Velardo - The Sound of AI

= Saving the Autoencoder in Keras =
Valerio Velardo - The Sound of AI

= Generation with AutoEncoders: Results and Limitations =
Valerio Velardo - The Sound of AI

= From Autoencoders to Variational Autoencoders: Improving the Encoder =
Valerio Velardo - The Sound of AI

= From Autoencoders to Variational Autoencoders: Improving the Loss Function =
Valerio Velardo - The Sound of AI

= How to implement a Variational AutoEncoder in Python and Keras =
Valerio Velardo - The Sound of AI

= Preprocessing Audio Datasets for Machine Learning =
Valerio Velardo - The Sound of AI

= Training a VAE with Speech Data in Keras =
Valerio Velardo - The Sound of AI

= Generating Sound Digits with a Variational AutoEncoder =
Valerio Velardo - The Sound of AI

← Older revision		Revision as of 15:43, 12 December 2021
Line 9:		Line 9:
	= Sound Generation with Deep Learning - Approaches and Challenges =		= Sound Generation with Deep Learning - Approaches and Challenges =
	<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="pwV8K9wXY2E" />		<evlplayer id="player1" w="480" h="360" service="youtube" defaultid="pwV8K9wXY2E" />
	~~<nowiki>~~
	0:00 Intro		0:00 Intro
	0:33 Defining the sound generation task		0:33 Defining the sound generation task
	1:17 Classification of sound generation systems		1:17 Classification of sound generation systems
	2:14 Types of generated sounds		2:14 Types of generated sounds
	3:41 Sound representations		3:41 Sound representations
	4:07 Generation from raw audio		4:07 Generation from raw audio
	7:40 Challenges of raw audio generation		7:40 Challenges of raw audio generation
	10:21 Generation from spectrograms		10:21 Generation from spectrograms
	16:12 Advantages of generation from spectrograms		16:12 Advantages of generation from spectrograms
	18:07 Challenges of generation from spectrograms		18:07 Challenges of generation from spectrograms
	20:26 Can we generate sound with MFCCs?		20:26 Can we generate sound with MFCCs?
	21:26 DL architectures for sound generation		21:26 DL architectures for sound generation
	22:13 Inputs for generation		22:13 Inputs for generation
	24:03 Details about the sound generative system we'll build		24:03 Details about the sound generative system we'll build
	24:44 What's next?~~</nowiki>~~		24:44 What's next?

	= Autoencoders Explained Easily=		= Autoencoders Explained Easily=