KAN Practical Implementation (Kolmogorov–Arnold Networks Algorithm)

AI Researcher · Intermediate ·📄 Research Papers Explained ·1y ago
#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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