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Abdul Rasyid
IKIP Ujung Pandang
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Analisis Performa Transfer Learning Menggunakan MobileNetV2 untuk Klasifikasi Citra X-Ray Paru-Paru M Choirul Amri; Lailan Sofinah Harahap; Abdul Rasyid
JOURNAL SAINS STUDENT RESEARCH Vol. 4 No. 1 (2026): Februari
Publisher : CV. KAMPUS AKADEMIK PUBLISING

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61722/jssr.v4i1.8306

Abstract

Pneumonia is a lung disease that requires early detection to prevent serious complications. Chest X-ray images are widely used for diagnosis; however, their interpretation still depends on medical experts. This study aims to analyze the performance of transfer learning using MobileNetV2 for classifying chest X-ray images. The Chest X-Ray Pneumonia dataset from Kaggle was used and divided into 75% training data, 15% validation data, and 10% testing data. Image preprocessing included resizing, pixel normalization, and data augmentation. The model was trained for 20 epochs using the Adam optimizer. Experimental results achieved an accuracy of 95.40%, precision of 95.62%, recall of 95.40%, and an F1-score of 95.46%. These results indicate that MobileNetV2 provides effective and stable performance for chest X-ray image.
Grab Driver Communication Ethics in Attracting Customer Sympathy in Medan City Rafael Elvan Risaldy; Abdul Rasyid
Pena Justisia: Media Komunikasi dan Kajian Hukum Vol. 23 No. 1 (2024): Pena Justisia
Publisher : Faculty of Law, Universitas Pekalongan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31941/pj.v23i1.6417

Abstract

Transportasi online yang sudah dapat digunakan melalui aplikasi adalah sebuah jawabandari kebutuhan masyarakat untuk sebuah transportasi yang mudah didapat, cepat sertanyaman dan murah. Terdapat berbagai faktor yang bisa membuat aplikasi online inidibutuhkan serta dapat ditemui di kota besar yang ada di Indonesia. Transportasi onlinemerupakan moda sarana alternatif yang sangat di inginkan oleh masyarakat. Padapenelitian ini didapatlan dua rumusan masalah yaitu bagaimana etika driver grab di kotamedan dalam menarik simpati pelanggan serta bagaimana perencanaan driver grab di kotamedan dalam menarik simpati pelanggan. Untuk mendapatkan jawaban penelitimenggunakan metode deskriptif kualitatif. Data primer didapatkan dari komunitas grabindonesia, dan data sekunder di dapatkan dari buku, situs online maupun sumberinformasi yang berkaitan. Pengumpulan data berdasarkan hasil observasi, wawancaraserta dokumentasi. Sedangkan dalam melakukan analisis digunakan metode deskriptifyaitu data akan dideskripsikan melalui realita dan fenomena yang sebenarnya. Dengandemikian berdasarkan penelitian didapatkan jika etika komunikasi driver grab kota medanbaik. Serta komunitas driver kota medan menggunakan perencanaan terhadap unsur-unsurkomunikasi yang maksimal yang meliputi pesan, media, umpan balik serta teknikkomunikasi.
Co-Authors Abdurohim Adriyansya Lihawa AGUNG MOKODOMPIT Ahmad Fadli Ahmad Qorib Akbar Aldi Kautsar Aminuyati Andi Herlina Ansar, Nurhakki Ardiah Juita Askar Askar, Askar Aulia Kamal Bachtiar W , Marsellinus Balthasar Malindar Duduaka, Rustam Enny Widawati Fadilah Amelia Nasution Fahcruddin Pasolo Faisal Akbar Fajril Akbar Fakhrur Rozi Fentje Abdul Rauf Filus Raraga Fri Murdiya, Fri Hasan Sazali Hasanuddin Hasanuddin Hendra Uloli Henry N. Barus Idham Halid Lahay Ilman Kadori Imran S.M. Nur Iskandar M. Lapanjang Jamal Darusalam Giu Khairunnisa Ritonga Lailan Sofinah Harahap Lusiana M Choirul Amri Mansur Mario Marudut Sirait Maulida Rahmi Nasution Miranda W. Lubis Misroh Pebrianti Moh. Bakir Monica Pratiwi Muh. Yamin Noch Muhammad Asir Muhammad Noval Riswandha Munawir Neila Susanti Nida Fitriyani NUR INDA APRILIA Nurita Elvira Onah Rohanah Pasolo, Fachruddin PRAMUDIBYO, SUGENG PRAMUDIBYO Rafael Elvan Risaldy Rahmadona Indriana Ramadi Ramadi Ramli, Rudianto Rendi Oktora Rexoprodjo, Monalisa Rianto Hidayat Mangngi Salsah Fadilah Siregar Silmi Oktapiani Sirait, Mario Marudut Sjamsiar Husen Sjamsier Husen Sunardi Suratini, Suratini Tria Fricila Trifandi Lasalewo Trimaijon Trimaijon Waliyuddin Yusuf Yusuf Zakaria Zuhriah Zuhriah Zuli Nuraeni