thanks mr fabulous…
but the link was not productive…
https://colab.research.google.com/github/muellerzr/Practical-Deep-Learning-for-Coders-2.0/blob/master/Computer%20Vision/02_Deployment.ipynb#scrollTo=J-FaHcuTzdq8
i dont need to create a web application that retrieves a batch file…
heck… i can do that in tons of other languages a lot easier to use…
what i need, and seems no one has or can give me
is how to create a nn without training data that loads the weights and can put out a prediction one at at time!!!
its like everyone worked on a car engine, but forgot you need seats, tires, brakes and all the other stuff to put it on the road… that there is no way to professionally take what you create and use it in any easy way without the training wheels in place… it boggles the mind…
sadly… it makes this into a really cool toy for braniacs…
you can make nets, you can train them, you can even use them to predict in situ
but what you cant do is instantiate the structure, load in the weights, and use the completed item as a real tool without everything else in any reasonably easy fashion!!!
in 3.5 days i was able to get the toy to take in data, and make a net that had a high success rate
its appears its going to take more than a week or so to use it in any real fashion even in an ugly way loading 56 megs of data i dont need any more and wont be used Just to get it to work…
not to mention not being able to hand it data in easy ways…
as an example…
The data i trained it on has 65 columns, 1 being with a target answer and in a dataframe with headers
a completed tool would take 64 columns or data, and spit out an answer… without needing the headers, without needing the data you used to develop on to prevent errors, without needing to give it batch files or all that.
my finance application has 5 million records in 700+ gig file…
the fact i am looking at having to load that in just to use the net makes me depressed…
this reminds me of the history of canning…
they made the cans years before they made can openers…
you could get the food into the cans, and have them last, but you had no way to get it out
people used hammers, and chisels, and so on…
fastai seems similar…
very very depressing…