KAN Practical Implementation (Kolmogorov–Arnold Networks Algorithm)
#kan #Kolmogorov–ArnoldNetworks #mlp #deeplearning #machinelearning #ai
In this video, I tried to implement Kolmogorov–Arnold Networks (KAN) Algorithm using imodelsx library.
The KAN is an approach in the field of machine learning that is based on the Kolmogorov-Arnold representation theorem from mathematical analysis. This method applies the theorem's insights to build predictive models for complex, high-dimensional datasets. KAN uses the idea that any multivariate function can be decomposed into sums and compositions of univariate functions.
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Chapters (6)
Intro
0:33
Problem statement
1:40
'imodelsx' python library
2:07
Agenda
3:35
Data processing
5:10
KAN implemen
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