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All Journal Jurnal Computer Science and Information Technology (CoSciTech) Jurnal Hukum dan Pembangunan
Fathurrahman, Raihan
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Computer Science & IT Law, Crime, Criminology & Criminal Justice

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Pendekatan Transfer Learning untuk Klasifikasi Penyakit Mata Menggunakan Citra dengan CNN InceptionV3 Gunawan, Rahmad; Fathurrahman, Raihan; Widyaningrum, Amelia Ismania Sita; Issandra, Febri; Abdurachman, Muhammad Andhika; Putra, Yogi Ernanda; Naufal
Computer Science and Information Technology Vol 6 No 1 (2025): Jurnal Computer Science and Information Technology (CoSciTech)
Publisher : Universitas Muhammadiyah Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37859/coscitech.v6i1.8509

Abstract

Eye diseases are a leading cause of vision impairment and blindness worldwide. Therefore, detection of eye diseases is crucial in the prevention of blindness. This study develops an eye disease classification model based on Convolutional Neural Network (CNN) using Transfer Learning with InceptionV3. The dataset consists of 1559 images, divided into 1249 training images and 310 validation images, covering 8 eye disease classes. The model was trained using 40 epochs with the Adam optimizer. Evaluation results show a validation accuracy of 81.29%. While the model performed well, some classes, such as hordeolum, showed lower accuracy, indicating areas that need further improvement. This study confirms that Transfer Learning with InceptionV3 is an effective approach for eye disease classification.
Analisis Perbandingan Struktural dan Karakteristik Badan Usaha Milik Negara Indonesia Dengan Malaysia Fathurrahman, Raihan
Jurnal Hukum & Pembangunan
Publisher : UI Scholars Hub

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Abstract

The comparative analysis of the structural and characteristic aspects of State-Owned Enterprises (BUMN) in Indonesia and Malaysia highlights differences in their approaches to managing these state-owned companies. In Indonesia, BUMN are regulated by Law No. 19 of 2003, which divides BUMN into Persero and Perum. However, bureaucratic structures with strict hierarchies and political intervention often hinder market efficiency and responsiveness. Meanwhile, Government-Linked Companies (GLCs) in Malaysia, under the supervision of Khazanah Nasional Berhad, demonstrate a more streamlined and flexible structure. They operate with higher autonomy and tight supervision, enabling quicker responses to market changes. In terms of governance, Indonesia applies the principles of good corporate governance, but political intervention remains a significant challenge. On the other hand, GLCs in Malaysia emphasize transparency and accountability, supported by the Government-Linked Company Transformation Program (GLCT) aimed at enhancing performance and competitiveness. These differences result in contrasting performances; BUMN in Indonesia are often hampered by bureaucracy and political intervention, while GLCs in Malaysia are more efficient and competitive due to their centralized structure and strict supervision. Recommendations to enhance BUMN performance include adopting a centralized management model in Indonesia and promoting innovation and adaptation in Malaysia.
Co-Authors Abdurachman, Muhammad Andhika Gunawan, Rahmad Issandra, Febri Naufal Putra, Yogi Ernanda Widyaningrum, Amelia Ismania Sita