This week's #KeyAlgorithms article discusses #RandomForests
https://playfultechnology.co.uk/random-forests.html
#DataScience #MachineLearning
@data_science

Here is an example of using #RandomForests 🌳🌳 for #PixelClassification 🖼️ in #Python 🐍, using @napari for labeling ✍️

🌎 https://www.fabriziomusacchio.com/blog/2023-06-23-_random_forests_pixel_classifier/

#RandomForest #Napari #MachineLearning #ImageProcessing #Bioimage #BioimageAnalysis

Ever wondered how #DecisionTrees and #RandomForests 🌳🌳 are related? Here is a quick #tutorial that compares both methods in terms of #classification and #regression ✌️

🌎 https://www.fabriziomusacchio.com/blog/2023-06-22-_decision_trees_vs_random_forests/

#DecisionTree #RandomForest #MachineLearning

A novel method for #posthoctesting: “A short note on post-hoc testing using #randomforests algorithm: Principles, asymptotic Time complexity analysis, and beyond” by L. Štěpánek, F. Habarta, I. Mala, L. Marek.
@FedCSIS
2022, ACSIS Vol. 30 p. 489–497; http://tinyurl.com/yytek6up

@askans

In my opinion, #R is very suitable for #MachineLearning. With R, machine learning can be easily integrated into usual #rstats data analysis workflows. #RPackages provide access to virtually all relevant machine learning algorithms like #NeuralNetworks, Support Vector machines (#SVM), #RandomForests, Extreme Gradient Boosting (#XGBoost), #WEKA algorithms, etc.

Does anyone of the @rstats group have further recommendations?

See reply for sources: 4 books on machine learning.

trying to capture #RandomForests questions in metaphor:
- will the Amazon algorithm (corporation) learn to appreciate the Amazon river?
- and what if this actually determines the fate of the Amazon basin?
- will Amazon just sew the river if we give it rights as a legal person?