Presentation: I'm a mathematician moving towards data science topics, based in Chile. Some interests:
#geometry #datageometry #discretegeometry #materialscience
#hyperbolicneuralnetwork
#GraphNeuralNetwork #GNNs
#topology #TDA #metricspaces
#equivariantneuralnetwork #enns #convolutionalneuralnetwork #networkscience
#computationalchemistry #dft #pinns
#optimaltransport
#learningTheory #generalization
#expressivity
#marinescience #biodiversity #oceanscience
#phylogenetics
#geometry #datageometry #discretegeometry #materialscience #hyperbolicneuralnetwork #graphneuralnetwork #gnns #topology #tda #metricspaces #equivariantneuralnetwork #enns #convolutionalneuralnetwork #networkscience #computationalchemistry #dft #pinns #optimaltransport #learningtheory #generalization #expressivity #marinescience #biodiversity #oceanscience #phylogenetics
Tong Zhang has a book on the tools of #LearningTheory (theoretical analysis of why #MachineLearning algorithms work). If you want to learn about concentration inequalities, generalization error, regret bounds, and more, have a look.
Book freely downloadable from http://www.tongzhang-ml.org/lt-book.html
#learningtheory #machinelearning