Together with Mahdi Sharifzadeh, I’ve written a book chapter on different Machine Learning methods and their uses in Industry 4.0. The book will be out in early 2022 and you can get it from here.
The chapter is entitled “Applicationd of Artificial Intelligence and Big Data in Industry 4.0” and it covers topics such as supervised and unsupervised learning, regression, SVM, KNN, clustering, dimensionality reduction, decision trees, time series analysis, topological data analysis and the basics of neural networks. For now I have made available the Jupyter notebook I developed for generating chapter’s pictures, to aid the reader in learning the necessary python libraries. You can get it on Github.