Convolutional Kolmogorov-Arnold Networks: Introduction and Implementation

#convolutionalKAN #kolmogorov #kan #ckan #neuralnetworks #deeplearning #machinelearning #ai In this video, I introduced Convolutional Kolmogorov-Arnold Networks (Convolutional-KAN) and showed it’s implementation. Convolutional-KAN is an innovative alternative to the standard Convolutional Neural Networks (CNNs) that have revolutionized the field of computer vision. Convolutional Kolmogorov-Arnold Networks: [Code]: https://github.com/manishasirsat/Convolutional-Kolmogorov-Arnold-Network [paper]: https://arxiv.org/pdf/2406.13155 ------------------------------------------------------------------------------------------------------------------------------------------------------------- Playlist: [Generative AI]: https://www.youtube.com/watch?v=ID04YmgzM38&list=PLzkBTicHqQFmdF62zHHramnBRZl6zUvmR [Deep Learning]: https://www.youtube.com/playlist?list=PLzkBTicHqQFmY89SS1Xkfe-gpGCr-XGJo&jct=a2fQJbo-0p7KqCRdDNC9lSdLYCPcag -------------------------------------------------------------------------------------------------------------------------------------------------------------- Connect with me on social media platforms: Website: https://ai-researchstudies.com/ Google scholar: https://scholar.google.com/citations?user=kM4QN-8AAAAJ&hl=en LinkedIn: https://www.linkedin.com/in/manishasirsat GitHub:https://github.com/manishasirsat Quora: https://machinelearningresearch.quora.com/ Blogger: https://manisha-sirsat.blogspot.com/ Twitter: https://twitter.com/ManishaSirsat ⏱️ Timestamps 0:00 Intro 0:52 Introduction to Deep Neural Networks 1:48 Convolutional Neural Networks (CNNs) 5:00 Kolmogorov-Arnold Networks (KANs) 6.50 Convolutional-KAN intro 7:58 Convolutional-KAN architectures 11:19 What is KAN convolution? 14:50 Convolutional-KAN approach implementation