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There is a big gap before 2012. For examples, projects featured at Cybernetic Serendipity Music 1968 [1], and Harold Cohen's AARON [2]. Having that said, I'm not strictly sure if it belongs to machine learning.

-https://cyberneticserendipity.net/

-https://en.wikipedia.org/wiki/Harold_Cohen_(artist)


I’d love to see a proof of concept of a network that generates the bootstrap front-end and connects a backend. Bonus, if the model applies attention to visualize the focus on the front-end markup as it builds the back-end.


Neural networks that accomplish intense categorization techniques rely on multiple layers at varying precisions. It's fully possible to seed a neural network with good names for elements (like a CSS file) and layouts. It's a neat idea, but dynamic pages would require more finesse than simply being able to generate a static sheet, if you wanted to use instantaneous transitions there'd have to be some sort of state-caching for transitions.


In the short-term, this approach will struggle to compete against WYSIWYG editors. But as soon as they can match them in output, they’ll improve exponentially faster. WYSIWYG editors has a ton of code to maintain, while a model is simple to improve.


Ha, it reminds me of what Andrej Karpathy‏ said "Kaggle competitions need some kind of complexity/compute penalty. I imagine I must be at least the millionth person who has said this." It would be interesting to collaborate/compete on more creative tasks and have different metrics for success.

[1] https://twitter.com/karpathy/status/913619934575390720


So true. Another reason to put constraints in Kaggle competition is due to production environment. How many winner models have been used in production? I suspect this number is near zero. High accuracy with a delayed time makes a ML/DL artefact not usable in production, because from users point of view speed is much more valuable than the difference between 97% and 98% in accuracy.


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