Resources on on-line machine learning

Question

Resources on on-line machine learning

Slim Shady

2021年12月28日 13:25

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.

Topic self-study online-learning machine-learning

Category Data Science

Archana David · Accepted Answer · 2021年12月28日 13:25

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

Vowpal Wabbit : provides support for reinforcement learning and supervised learning
Creme
Scikit-multiflow
River - online machine learning python package that combines python packages creme and scikit-multiflow
LIBOL: A Library for Online Learning Algorithms
Quasi-additive Online Classification Algorithms
Game Theory, on-line prediction and boosting Freund and Schapire relates boosting algorithms to online learning(Adaboost)

Resources on on-line machine learning

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