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All Journal Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) Paradikma: Jurnal Pendidikan Matematika JURNAL PENELITIAN SAINTIKA Jurnal Informatika dan Teknik Elektro Terapan Jurnal IPTEK JURNAL SAINS INDONESIA Indonesian Journal of Artificial Intelligence and Data Mining Jurnal Perspektif M A T H L I N E : Jurnal Matematika dan Pendidikan Matematika JATI (Jurnal Mahasiswa Teknik Informatika) Community Development Journal: Jurnal Pengabdian Masyarakat Jurnal FASILKOM (teknologi inFormASi dan ILmu KOMputer) Journal of Soft Computing Exploration J-Intech (Journal of Information and Technology) PROSISKO : Jurnal Pengembangan Riset dan observasi Rekayasa Sistem Komputer Journal of Artificial Intelligence and Engineering Applications (JAIEA) Jurnal Umum Pengabdian Masyarakat (JUPEMAS) Jurnal KALANDRA Journal of Education Transportation and Business International Journal of Educational Insights and Innovations (IJEDINS) Ulil Albab
Hermawan Syahputra
Jurusan Ilmu Komputer dan Elektronika, Universitas Gadjah Mada
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Journal : Journal of Soft Computing Exploration

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Website based classification of karo uis types in north sumatra using convolutional neural network (CNN) algorithm Purba, Boy Hendrawan; Syahputra, Hermawan; Idrus, Said Iskandar Al; Taufik, Insan
Journal of Soft Computing Exploration Vol. 5 No. 4 (2024): December 2024
Publisher : SHM Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52465/joscex.v5i4.500

Abstract

Indonesia is one of the largest archipelagic countries in the world. It has abundant cultural diversity including nature, tribes. One of the tribes in Indonesia is the Batak Karo tribe. Batak Karo is a tribe that inhabits the Karo plateau area, North Sumatra, Indonesia. Batak Karo has various cultures, one of which is a traditional cloth known as uis. Unfortunately, the Karo Batak community, especially the younger generation, has insufficient knowledge of the types of uis. Thus, a solution that is easily accessible both in terms of time, cost and experts in recognizing Uis is needed. This research aims to build a website-based application that can classify the types of Karo Uis. This research uses Convolution neural network (CNN) using Alex Net architecture, to get the best model this research compares several hyper parameters, namely learning rate of 10-1 to 10-4, and data division with a ratio of 70:30 and 80:20. The best model falls on a ratio of 70:30 and a learning rate of 10-4 with an accuracy of 98%, and a validation accuracy of 99%, then the model is stored in h5 format in this study successfully builds and implements the model into a web-based application.
Co-Authors Ade Amelia, Tasya Adhi Guna, Ekin Ahmad Andi Solahuddin Amelia Br Siregar, Ririn Amelia Vega S. Meliala, Ruth Andika Maulana, Sandy Angel Tumanggor, Asri Asrin Lubis Budi Akbar, Muhammad Daulay, Leni Karmila Davina, Sherly Dedy Husrizal Syah, Dedy Husrizal Dedy Kiswanto Defiyanti, Aqilah Delvin Ibo, Martince Deo Demonta Panggabean DIdi Febrian Drilanang, Mhd Ilyasyah Dwi Zahra Putri, Raisya E. Elvis Napitupulu, E. Elvis Elisabet Butarbutar, Lastri Farmawaty Tambunan, Vivielda Fauzi, KMS. Amin Fransiska Sihombing, Esra Hafiz, Alvin Hidayatul Arifin, Muhammad Husna Batubara, Shabrina Ida Ayu Putu Sri Widnyani Imelda, Yusmita Impana Manik, Kristin Indriani.S, Dechy Deswita Insan Taufik Irmaya, Nia Irya Shakila Syukron, Ananda Izwita Dewi Josafat Simanjutak, Todo Kana Saputra S Kartika, Dinda Lazuardi Harahap, Muhammad Luge, Miclyael Luthfiah, Dina Aulia Mahyuni Mahyuni Maulana, Raihan Maya Oktora Mukti Hamjah Harahap, Mukti Hamjah Nasution, Dinda Indriani Nico Pasaribu, Michael Niska, Debi Yandra Nurul Maulida Surbakti Oktavia, Grace Palendeo Sitepu, Kalpin Pane, M Iqbal Anata Pane, Yeremia Yosefan Panggabean, Suvriadi Panjaitan, Clara Kresensia Panjaitan, Nova Yanti Permata Putri Pasaribu, Yohanna Prana Walidin, Adamsyach Purba, Boy Hendrawan Purba, Desni Paramitha Ramadhan Manik, Albert Ramadhani, Fanny Rangkuti, Muhammad Aswin Riana, Ami Richi, Alfina Said . Iskandar Sembiring, Rinawati Sinaga, Elya Juni Arta Siregar, Putri Mayang Sari Solahudin, Ahmad Andi Sri Dewi Sriadhi Sriadhi, Sriadhi Sukma, Ayman Human Suleho, Febrina Veryawan, Veryawan Warjaya, Angga Wibowo, Aldiva winsyahputra Ritonga Yazid Noor, Muhammad Zulfahmi Indra, Zulfahmi Zulfahrizan, Atta