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All Journal Seminar Nasional Aplikasi Teknologi Informasi (SNATI) International Conference on Engineering and Technology Development (ICETD) Ruang CESS (Journal of Computer Engineering, System and Science) InComTech: Jurnal Telekomunikasi dan Komputer JURNAL TEKNIK INFORMATIKA DAN SISTEM INFORMASI Jurnal Sisfokom (Sistem Informasi dan Komputer) Jurnal Transformative JSiI (Jurnal Sistem Informasi) IKRA-ITH ABDIMAS Ensiklopedia of Journal Jurnal Cendikia JSAI (Journal Scientific and Applied Informatics) Journal of Information Systems and Informatics Jurnal Abdi Masyarakat (JAM) JATI (Jurnal Mahasiswa Teknik Informatika) Journal Sensi: Strategic of Education in Information System Airlangga Journal of Innovation Management RESOLUSI : REKAYASA TEKNIK INFORMATIKA DAN INFORMASI Journal of Social Responsibility Projects by Higher Education Forum Bit (Fakultas Teknologi Informasi Universitas Budi Luhur) Jurnal Pengabdian Kepada Masyarakat (JPKM) Langit Biru Jurnal Ilmiah MEA (Manajemen, Ekonomi, dan Akuntansi) Sinergi: Jurnal Pengabdian Kepada Masyarakat Journal of Information Systems Management and Digital Business Jurnal Ventilator: Jurnal Riset Ilmu Kesehatan dan Keperawatan Jurnal Pengabdian Masyarakat Nasional Submit : Jurnal Ilmiah Teknologi Informasi dan Sains Jurnal Sains, Teknologi dan Kesehatan
Anita Ratnasari
Fakultas Ilmu Komputer, Universitas Mercu Buana
Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Mathematics Medicine & Pharmacology Nursing Public Health Social Sciences Transportation

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Journal : Journal Sensi: Strategic of Education in Information System

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Using Machine Learning Algorithms to Predict the Training Needs of Students for SMK Pustek Tangerang Maesaroh, Siti; Ratnasari, Anita
Journal Sensi: Strategic of Education in Information System Vol 10 No 2 (2024): Journal Sensi
Publisher : UNIVERSITAS RAHARJA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33050/sensi.v10i2.3476

Abstract

Students at SMK Pustek Serpong in South Tangerang have diverse backgrounds, interests, and potentials that need to be identified and developed through appropriate training programs. This research aims to utilize machine learning algorithms to improve the accuracy of predicting students' training and development needs. Student data, including demographics, academic achievements, interests, and extracurricular activities, will be used to train models such as Random Forest Classifier, SVM, Gradient Boosting Classifier, and K-NN, targeting their chosen academic majors. The problem-solving approach involves problem identification, selection of machine learning methods, dataset collection, and model implementation. The research findings show that Gradient Boosting Classifier performs best with 77% accuracy, 79% precision, 96% recall, and an F1-score of 87% for the majority class. Conversely, K-NN achieves 67.97% accuracy but exhibits lower performance in identifying minority classes with precision and recall around 28% and 23%, respectively.
Co-Authors Abdillah Fikri Abdul Kholiq Abi Nala Wiatma Adji, Widwi Handari Afri Liandy Agung Fadillah Agung Priambodo Agung, Budi Ahmad, Hasnan Syah Alen Boby Hartanto Andi Nugroho, Andi Andika Andika Aqbar, Harry Ari Purnadi, Mochamad Arif, Gunawan Syarifah Ayumi, Vina Bagus Priambodo Bagus Priambodo Bahat Nauli, Sukarno Bayu Aji, Aditya Bosar Panjaitan Defriansyah Deni Tri Muslimin Desi Ramayanti Diah Intan Kusumo Dewi Dianing Asri, Sri Dicky Herlambang Doni Darmawan Edi Kartawijaya Enrico Setya Damaputra Estiarto, Lintang Putri Faizal Zuli, Faizal Grace Gata Grace Gata, Grace Haji, Wahu Hari Hasnan Syah Ahmad Hasnan Syah Ahmad Herlambang, Dicky Indra Agustina Inge Handriani Irawan, Indra Ade Islamiah Kamil Jumaryadi, Yuwan Kurniawan, Turkhamun Adi Mardiansah Mardiansah Maulana, Ivan Meiliyah Ariani, Meiliyah Misbahul Fajri Mohamad Alfis Dava Cahyoga Muhammad Asyraf Fadhli MUHAMMAD RIZAL Mulya, Imam Muslimin, Deni Tri Nia Rahma Kurnianda Noprisson, Handrie Nur Ani Nur Ani Nurul Ainul Shifa Pangilinan Gunawan Panjaitan, Bosar Purba, Mariana Rina Afrina Rinto Priambodo Rizka Fauziah Salamah, Umniy Sarwati Rahayu Sianturi, Heriston Sibarani, Riama Siti Maesaroh Sitorus, Berlin P Sitorus, Hernalom Sri Dianing Asri Sukarno Bahat Nauli Sukarno Bahat Nauli, Sukarno Bahat Sukrisna Setiawan Wachyu Hari Haji Wachyu Hari Haji Wahu Hari Haji Wahyuningsih, Erfiana Widwi Handari Yani Prabowo Yoga Pranata Yolifiandri, Yolifiandri Yostian Ari Sujarwo Yuliadi, Boy yulisa geni, bias Yustika Erliani