How to constantly train a model?

Question

Machine learning

How to always train the model on new data that is constantly coming in? Does it have to be a recurrent neural network or can it be done with a simple machine learning method?

Answer 1

Or save the data and train the NN on all of them.
Or have some time window, on the data from which to train.
The question is, how to automate this business by excluding a person?

Answer 2

The architecture of the model has nothing to do with the question.
With automatic learning, as I see it, there are two problems:

1. The quality of education. To fiddle with the parameters manually - it will always be more accurate. But, perhaps, with automatic learning, the error will be acceptable.
   
2. The time required for learning. If there is tons of data and the architecture of the model is complex, then you can try online training. And so you can, for example, run asynchronously on a timer at night, then save the model where necessary and update the cache.
   

Answer 3

What tools do you use to get started?