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Magenta (music and art generation with machine intelligence)

Magenta (music and art generation with machine intelligence)

A research project devoted to develop deep learning and reinforcement learning algorithms for creating art and music

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Edits on 14 Apr 2019
Jessica Karpinski
Jessica Karpinski edited on 14 Apr 2019 9:03 pm
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Edits on 7 Aug 2018
Golden AI"Linkify text links in standard tables"
Golden AI edited on 7 Aug 2018 11:19 pm
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Further reading (+200/-200 characters)
Documentaries, videos and podcasts (+43/-43 characters)

Further reading

Author
Title
Link
Type

Aaron van den Oord, Nal Kalchbrenner and Koray Kavukcuoglu

Pixel Recurrent Neural Networks

Academic paper

Alex Graves

Generating Sequences With Recurrent Neural Networks

Academic paper

Karol Gregor, Ivo Danihelka, Alex Graves, Danilo Jimenez Rezende and Daan Wierstra

DRAW: A Recurrent Neural Network For Image Generation

Academic paper

Leon A. Gatys, Alexander S. Ecker and Matthias Bethge

A Neural Algorithm of Artistic Style

Academic paper

Nicolas Boulange, Yoshua Bengio and Pascal Vincent

Modeling Temporal Dependencies in High-Dimensional Sequences: Application to Polyphonic Music Generation and Transcription

Academic paper

Documentaries, videos and podcasts

Title
Date
Link

Magenta: Music and Art Generation (TensorFlow Dev Summit 2017)

15 February 2017

Edits on 5 Jun 2018
Golden AI"Corrections"
Golden AI edited on 5 Jun 2018 11:29 pm
Edits made to:
Further reading (+25/-25 characters)

Further reading

Author
Title
Link
Type

Aaron van den Oord, Nal Kalchbrenner and Koray Kavukcuoglu

Pixel Recurrent Neural Networks

Academic Paperpaper

Alex Graves

Generating Sequences With Recurrent Neural Networks

Academic Paperpaper

Karol Gregor, Ivo Danihelka, Alex Graves, Danilo Jimenez Rezende and Daan Wierstra

DRAW: A Recurrent Neural Network For Image Generation

Academic Paperpaper

Leon A. Gatys, Alexander S. Ecker and Matthias Bethge

A Neural Algorithm of Artistic Style

Academic Paperpaper

Nicolas Boulange, Yoshua Bengio and Pascal Vincent

Modeling Temporal Dependencies in High-Dimensional Sequences: Application to Polyphonic Music Generation and Transcription

Academic Paperpaper

Edits on 1 Jun 2018
Golden AI"Merging standard tables"
Golden AI edited on 1 Jun 2018 3:35 am
Edits made to:
Academic papers (-5 rows) (-15 cells) (-748 characters)
Further reading (+5 rows) (+20 cells) (+818 characters)

Academic papers

Author
Title
Link

Aaron van den Oord, Nal Kalchbrenner and Koray Kavukcuoglu

Pixel Recurrent Neural Networks

Alex Graves

Generating Sequences With Recurrent Neural Networks

Karol Gregor, Ivo Danihelka, Alex Graves, Danilo Jimenez Rezende and Daan Wierstra

DRAW: A Recurrent Neural Network For Image Generation

Leon A. Gatys, Alexander S. Ecker and Matthias Bethge

A Neural Algorithm of Artistic Style

Nicolas Boulange, Yoshua Bengio and Pascal Vincent

Modeling Temporal Dependencies in High-Dimensional Sequences: Application to Polyphonic Music Generation and Transcription

Further reading

Author
Title
Link
Type

Aaron van den Oord, Nal Kalchbrenner and Koray Kavukcuoglu

Pixel Recurrent Neural Networks

Academic Paper

Alex Graves

Generating Sequences With Recurrent Neural Networks

Academic Paper

Karol Gregor, Ivo Danihelka, Alex Graves, Danilo Jimenez Rezende and Daan Wierstra

DRAW: A Recurrent Neural Network For Image Generation

Academic Paper

Leon A. Gatys, Alexander S. Ecker and Matthias Bethge

A Neural Algorithm of Artistic Style

Academic Paper

Nicolas Boulange, Yoshua Bengio and Pascal Vincent

Modeling Temporal Dependencies in High-Dimensional Sequences: Application to Polyphonic Music Generation and Transcription

Academic Paper

Edits on 28 Jan 2018
Melanie Manipula
Melanie Manipula edited on 28 Jan 2018 9:30 pm
Edits made to:
Topic thumbnail

Magenta (Music and Art Generation with Machine Intelligence) Magenta (music and art generation with machine intelligence)

A research project devoted to develop deep learning and reinforcement learning algorithms for creating art and music

Edits on 27 Jan 2018
Melanie Manipula"contents added"
Melanie Manipula edited on 27 Jan 2018 11:21 pm
Edits made to:
Article (+569 characters)
Academic papers (+5 rows) (+12 cells) (+577 characters)
Documentaries, videos and podcasts (+1 rows)
Categories (+2 topics)
Related Topics (+3 topics)

Article

Magenta is a research project analyzing the function of machine learning in creating art and music.



Magenta focuses on developing new deep learning and reinforcement learning algorithms for generating songs, images, drawings and other materials. It also constructs smart tools and interfaces allowing artists and musicians to extend their processes using these models.

...

The started in 2016 by researchers and engineers from the Google Brain team. It is led by Doug Eck, a research scientist. They use TensorFlow and release their models and tools in open source on GitHub.

Academic papers

Author
Title
Link

Aaron van den Oord, Nal Kalchbrenner and Koray Kavukcuoglu

Pixel Recurrent Neural Networks

Alex Graves

Generating Sequences With Recurrent Neural Networks

Karol Gregor, Ivo Danihelka, Alex Graves, Danilo Jimenez Rezende and Daan Wierstra

DRAW: A Recurrent Neural Network For Image Generation

Leon A. Gatys, Alexander S. Ecker and Matthias Bethge

A Neural Algorithm of Artistic Style

Nicolas Boulange, Yoshua Bengio and Pascal Vincent

Modeling Temporal Dependencies in High-Dimensional Sequences: Application to Polyphonic Music Generation and Transcription

Documentaries, videos and podcasts

Title
Date
Link

Magenta: Music and Art Generation (TensorFlow Dev Summit 2017)

15 February 2017

Categories

Related Topics

Melanie Manipula
Melanie Manipula edited on 27 Jan 2018 10:45 pm
Edits made to:
Description (+117 characters)
Topic thumbnail

Magenta (music and art generation with machine intelligence)

A research project devoted to develop deep learning and reinforcement learning algorithms for creating art and music

Melanie Manipula
Melanie Manipula edited on 27 Jan 2018 10:41 pm
Edits made to:
Article
Topic thumbnail

Magenta (music and art generation with machine intelligence)

A research project devoted to develop deep learning and reinforcement learning algorithms for creating art and music

Melanie Manipula"Initial topic creation"
Melanie Manipula created this topic on 27 Jan 2018 10:40 pm
Edits made to:
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 Magenta (Music and Art Generation with Machine Intelligence)

A research project devoted to develop deep learning and reinforcement learning algorithms for creating art and music

Article



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