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Johan Johan
Binus University
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Journal : Journal of Applied Business and Technology

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The Role of Artificial Intelegensia Technology in Improving the Quality of Education Susanti, Wilda; Widi, Rahma; Nasution, Torkis; Johan, Johan; Verawardina, Unung
Journal of Applied Business and Technology Vol. 6 No. 1 (2025): Journal of Applied Business and Technology
Publisher : Institut Bisnis dan Teknologi Pelita Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35145/jabt.v6i1.178

Abstract

The future of education is aligned with advances in artificial intelligence (AI) technology that significantly change how we learn, teach, and manage educational systems. This article reviews the critical role of AI technology in improving the quality of education in the digital era. AI technology allows for better personalization of education according to each student's needs and interests and changes how teachers teach and students learn. By using machine learning algorithms and data analysis learning algorithms and data analysis, education systems can identify patterns in student learning behavior, predict individual needs, and provide timely interventions. The article also highlights the challenges and opportunities in implementing AI technology in schools, including data privacy concerns, digital divides, and new skills required by educators. By understanding AI technology's role in improving education quality, we can design a more inclusive, responsive, and effective education system for a better future.
Transfer Learning Model Evaluation on CNN Algorithm: Indonesian Sign Language System (SIBI) Jollyta, Deny; Prihandoko, Prihandoko; Johan, Johan; Ramdhan, William; Santoso, Erick
Journal of Applied Business and Technology Vol. 6 No. 2 (2025): Journal of Applied Business and Technology
Publisher : Institut Bisnis dan Teknologi Pelita Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35145/jabt.v6i2.213

Abstract

In Indonesia as much as elsewhere, the deaf can communicate using sign language. The Indonesian Sign Language System (SIBI) is one of the sign language systems used in Indonesia. A model produced by the Convolutional Neural Network (CNN) method can be used in computer science for the recognition of sign language. By using the Transfer Learning paradigm, CNN's performance may be enhanced. However, not many researches have been conducted to assess the effectiveness of transfer learning on sign language models, particularly those that use the TensorFlow library. In fact, the evaluation results can influence the selection of the transfer learning model together with CNN. This study aims to evaluate the efficacy of using the CNN model for SIBI sign language through Transfer Learning. The data used are images of 24 SIBI alphabets and are processed through the TensorFlow library. The images will be recognized through the transfer learning performance of 6 models, namely VGG16, VGG19, Resnet50, Desenet121, Inception-V3 and MobileNet-V2. The results of the study found that through the TensorFlow library, Mobilenetv2 had the highest accuracy of 78% after 20 epochs.
Co-Authors Aan Kunaedi Achmad Tavip Junaedi Adi Cifriadi, Adi Adiya, M. Hasmil ahmad kamal, ahmad Al Juhani, Amani Ahmed Sulaiman Alyauma Hajjah Amirullah, Gufron Angela, Elva Anizar Indriani Annie, Annie Anwar, Azwar Apiani, Desi Indah Nur Apsiswanto, Untoro Ari Yulistianingsih Asep Handaya Saputra Asmaul Husna Basuki, Sucipto Benny Benny Bombongan, Conrad Bunyamin Bunyamin Cahya Kumoro, Dwi Ferdyatmoko Dadi R. Maspanger, Dadi Daryatno, Andreas Bambang Deny Jollyta Dewi Nasien Dwi Oktarina Erick Santoso EVELYN EVELYN Fauzan Azim Fawnia, Pretty Fransiska, Ni Nyoman Goestjahjanti, Francisca Sestri Gusman, Tania Avianda Gusrianty, Gusrianty Gusrio Tendra Gustientiedina Handojo, Winata Harijanto Pangestu, Harijanto Harsono, Axsel Hasna, Shoftwatun Hasna, Shofwatun Hendra Hendra Hernimawati Hernimawati Himmy”™azz, Istajib Kulla Indah Nastiti, Tashia Islami, Farina Istajib Kulla Himmy’azz Ivana, Ivana Jaka Suwita Jessica Jessica Jessy, Jessy Jimmy Jimmy Joe, Yusmin Kadir, Muhammad Jurhadi Karnawi Kamar, Karnawi Kumoro, Dwi Ferdiyatmoko Cahya Lena, Natal Lestari, Trisna Liawatimena, S. Marlim, Yulvia Nora Mia Amalia Muharni, Sita Muslem R, Imam Nastiti, Tashia Indah Nicholas Renaldo Noerlina Noerlina, Noerlina Novi Taufiq Firdaus, Asep Nurasiah Nurasiah Pawangsari, Khometa Prihandoko Prihandoko Putra, Jati Rahmadian Yuliendi, Rangga Ramdhan, William Rasbawati, Rasbawati Ratna Dewi Risky Setiawan Robby, Robby Rousilita Suhendah Santoso, Alexander Halim Selamat, Selamat Selamat, Tanda Setijo Bismo Siddik, Muhammad Sintha Wahjusaputri Sintha Wahjusaputri, Sintha Solihah, Khoridatus Solly Aryza SUDARYANTO SUDARYANTO Sugianto Sugianto Sumardi . Surya Dailiati Susanto, Yokie Suwandhi, Albert Tarigan, Lisda Wati Br Tiarma Simanihuruk Torkis Nasution Trisolvena, Muhammad Nana Tuti Indah Sari, Tuti Indah Unung Verawardina, Unung Utami, Arie Susetio Wahyu Joni Kurniawan, Wahyu Joni Waisen, Waisen Wati Sukmawati Widi, Rahma Widjaja, Antonius Andri Wijaya, Bryan Anna Wilda Susanti WINANTI, WINANTI Wirawan, Erick Yovan Witanto Yuhdi Fahrimal Yuliana Yoswara, Yuliana Yulina, Indah Karina