I would like to apply fast online dimensionality reduction techniques such as (online/mini-batch) Dictionary Learning on big text corpora. My input data naturally do not fit in the memory (this is ...

I am trying to ascertain how VowpalWabbit's "state" is maintained as the size of our input set grows. In a typical machine learning environment, if I have 1000 input vectors, I would expe...