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 ideami
 ideami

The Loss Landscape high resolution collection pieces are created with real data from the training processes of artificial deep neural networks (AI) through a complex process composed of multiple stages and contain the highest resolution and quality representations in the world of the surfaces that express the performance of the learning processes of artificial neural networks. In these pieces you are looking at the fingerprints of the learning process of artificial machines, the shadows of spaces that have billions of dimensions, spaces navigated by neural networks that are looking for the right combination of their parameters. To create this piece I slice the very high dimensional space to capture a dimensionality reduced representation that preserves the essence of its key features, combining engineering, scientific and creative disciplines to produce, through a number of complex stages, the final piece in very high detail and resolution, in a process that requires a lot of time, computation, effort and creativity. Because of the difficulty of the creation of these pieces in high resolution and detail, there are very few available. This piece shows the external view of the area leading to a minima. The area reminds of the top part of a column. Loss Landscape created with data from the training process of a convolutional network. Imaginette Dataset. SGD-Adam. Bs=16, bn, lr-sched, train mode, 3 million points, log scaled.

Fingerprints of artificial intelligence minds collection image

** You can verify that this is a unique Ideami collection by finding these works and Ideami's contact data at https://losslandscape.com and contacting Ideami at the only valid email: ideami@ideami.com or through twitter at @ideami **

The LL high resolution collection pieces are created with real data from the training processes of artificial deep neural networks (AI).

  • They contain the highest resolution and quality representations in the world of the surfaces that express the performance of the learning processes of artificial neural networks.
  • You are looking at the fingerprints of the learning process of artificial machines, the shadows of spaces that have billions of dimensions, spaces navigated by neural networks that are looking for the right combination of their parameters.
  • Combining multiple disciplines I produce the final piece in very high detail and resolution. Because of the difficulty of the creation of these pieces, very few of them exist.
合約地址0x495f...7b5e
代幣 ID
代幣標準ERC-1155
區塊鏈Ethereum
中繼資料集中式
創作者收益
7.5%

Downfall

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Downfall

visibility
112 檢視次數
  • 價格
    美元價格
    數量
    到期日
  • 價格
    美元價格
    數量
    底價差額
    到期日
 ideami
 ideami

The Loss Landscape high resolution collection pieces are created with real data from the training processes of artificial deep neural networks (AI) through a complex process composed of multiple stages and contain the highest resolution and quality representations in the world of the surfaces that express the performance of the learning processes of artificial neural networks. In these pieces you are looking at the fingerprints of the learning process of artificial machines, the shadows of spaces that have billions of dimensions, spaces navigated by neural networks that are looking for the right combination of their parameters. To create this piece I slice the very high dimensional space to capture a dimensionality reduced representation that preserves the essence of its key features, combining engineering, scientific and creative disciplines to produce, through a number of complex stages, the final piece in very high detail and resolution, in a process that requires a lot of time, computation, effort and creativity. Because of the difficulty of the creation of these pieces in high resolution and detail, there are very few available. This piece shows the external view of the area leading to a minima. The area reminds of the top part of a column. Loss Landscape created with data from the training process of a convolutional network. Imaginette Dataset. SGD-Adam. Bs=16, bn, lr-sched, train mode, 3 million points, log scaled.

Fingerprints of artificial intelligence minds collection image

** You can verify that this is a unique Ideami collection by finding these works and Ideami's contact data at https://losslandscape.com and contacting Ideami at the only valid email: ideami@ideami.com or through twitter at @ideami **

The LL high resolution collection pieces are created with real data from the training processes of artificial deep neural networks (AI).

  • They contain the highest resolution and quality representations in the world of the surfaces that express the performance of the learning processes of artificial neural networks.
  • You are looking at the fingerprints of the learning process of artificial machines, the shadows of spaces that have billions of dimensions, spaces navigated by neural networks that are looking for the right combination of their parameters.
  • Combining multiple disciplines I produce the final piece in very high detail and resolution. Because of the difficulty of the creation of these pieces, very few of them exist.
合約地址0x495f...7b5e
代幣 ID
代幣標準ERC-1155
區塊鏈Ethereum
中繼資料集中式
創作者收益
7.5%
keyboard_arrow_down
活動
價格
日期