Tag Archives: Deep Learning Shallow Understanding

Deep learning; shallow understanding.

02 Sunday Jun 2019

Posted by in agile, Artificial Intelligence, business strategy, deep learning, Good Strategy, IT strategy, iterations, Strategy

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Deep learning, shallow understanding.

The original article is here: https://goodstrat.com/2019/05/11/deep-learning-and-shallow-understanding/

CEO BRIEFING: Deep learning and shallow understanding

11 Saturday May 2019

Posted by in AI, All Data, Big Data, deep learning, Inform, educate and entertain.

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Close-up of pink flower buds on a green leaf plant, with droplets of water on the leaves, set against a blurred urban background.
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A scenic view of a park path lined with lush green trees under a clear blue sky, with people enjoying the space in the background.
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Close-up view of a textured stone wall with vertical slits and polished sections, beside a paved street with a bollard.
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Martyn Richard Jones

Bruxelles, 29th April 2019

To begin at the beginning

In spite of or perhaps because of the many years I worked in artificial intelligence I believe that the current long-distance love affair with AI and what is also euphemistically termed ‘deep learning’ to be somewhat irrational in its exuberance.

In the eighties I was experimenting with automatic feature extraction, pattern recognition and parallel distributed processing (see Rumelhart and McClelland), which led me to adaptive neural networks.

As a result, my research and development in this field showed me that automatically mining nuggets of gold or automatically gaining real insight from data is not easy, far from stable and frequently not achievable.  Interesting experiments, but frequently impractical in a business setting.

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