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I am wondering if there are any books/articles/tutorials about "on-line machine learning"?

For example, this website has nice lecture notes (from lec16) on some of the aspects: https://web.eecs.umich.edu/~jabernet/eecs598course/fall2015/web/

or this book:

https://ii.uni.wroc.pl/~lukstafi/pmwiki/uploads/AGT/Prediction_Learning_and_Games.pdf

I can't seem to find much resources on this. I'm trying to understand the basics, not read research papers. If anyone can share resources that would be nice.

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On-line learning algorithms trains new data as it arrives. It is often referred to as incremental learning or continuous learning as it trains continuous stream of data incrementally

As requested some resources in the form of books, tutorial, lecture notes, YouTube links, pdf documents along with available packages that support online learning algorithms are mentioned below

BOOKS

TUTORIAL

LECTURE

YOU TUBE

PDF

ONLINE LEARNING ALGORITHMS

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