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All Journal Sistemasi: Jurnal Sistem Informasi Metodik Didaktik JURNAL MEDIA INFORMATIKA BUDIDARMA PRISMA Proceedings of the 1st UR International Conference on Educational Sciences JURNAL TEKNIK INFORMATIKA DAN SISTEM INFORMASI JURNAL PENDIDIKAN TAMBUSAI JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) EDUMATIC: Jurnal Pendidikan Informatika JURNAL TEKNOLOGI INFORMASI JUTIS : Jurnal Teknik Informatika Informatika Jurnal Pendidikan Teknologi Informasi dan Vokasional JOURNAL OF INFORMATION SYSTEM MANAGEMENT (JOISM) JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) REKA ELKOMIKA: Jurnal Pengabdian kepada Masyarakat Jurnal Pendidikan Jurnal Pendidikan dan Teknologi Indonesia These proceedings represent the work of researchers participating in The International Conference on Elementary Education (ICEE) which is being hosted by the Elementary Education Study Programme School of Postgraduate Studies, Universitas Pendidikan JoMMiT : Jurnal Multi Media dan IT Journal Of Information And Technology Unimor (JITU) Indexia Action Research Literate (ARL) International Journal Software Engineering and Computer Science (IJSECS) sudo Jurnal Teknik Informatika Jurnal Pengabdian Masyarakat Bangsa Intellect : Indonesian Journal of Learning and Technological Innovation TOFEDU: The Future of Education Journal AI dan SPK : Jurnal Artificial Intelligent dan Sistem Penunjang Keputusan IndoMath: Indonesia Mathematics Education Jurnal Pengabdian Masyarakat dan Riset Pendidikan Journal of Information System and Education Development Kesatria : Jurnal Penerapan Sistem Informasi (Komputer dan Manajemen) The Indonesian Journal of Computer Science Jurnal Sistem Informasi Karya Anak Bangsa Edutik : Jurnal Pendidikan Teknologi Informasi dan Komunikasi Journal of Information Technology and its Utilization
Suprih Widodo, Suprih
Indonesia University Of Education
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Journal : Journal of Information Technology and its Utilization

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NEXT WORD PREDICTION USING LSTM Afika Rianti; Suprih Widodo; Atikah Dhani Ayuningtyas; Fadlan Bima Hermawan
Journal of Information Technology and Its Utilization Vol 5 No 1 (2022)
Publisher : Sekolah Tinggi Multi Media

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56873/jitu.5.1.4748

Abstract

Next word prediction which is also called as language modelling is one field of natural language processing that can help to predict the next word. It’s one of the uses of machine learning. Some researchers before had discussed it using different models such as Recurrent Neural Networks and Federated Text Models. Each researcher used their own models to make the prediction and so the researcher here. Researchers here chose to make the model using  Long Short Term Memory (LSTM) model with 200 epoch for the training. For the dataset, the researcher used web scraping. The dataset contains 180 Indonesian destinations from nine provinces. For the libraries, researchers used  tensorflow, keras, numpy, and matplotlib. To download the model in json format, the researcher used tensorflowjs. Then for the tool to code, the researcher used Google Colab. The last result is 8ms/step, loss: 55%, and accuracy: 75% which means it’s good enough and can be used to predict next words.
Co-Authors Abdillah, Shelya Putri Nurhaliza Afika Rianti Agustin, Amara Seviany Aisah Aisah Al Fayumi, Muhamad Fauzan Andrian, Rian Arrasyid, Rafli Artanti, Freda Desfita Ashila, Annisa Nur Atikah Dhani Ayuningtyas Aulia Sodikin, Reisa Ayi Suherman Ayu Permata Sari Baihaqi, Shidqi Ahmad Barri, Muhamad Akda Fathul Budiarti, Miladi Rizkyah Chairunnisa, Ananda Alma Cilviani, Cindy D. Wahyudin, D. Dian Permata Sari Elviani, Ulva Endah Setyowati Fadhilah, Iffah Fadlan Bima Hermawan Fajriansyah, Muhammad Azra Fauzi Ahmad Muda Fernandes, Muhammad Rafly Juliawan Fikri, Jidan Galura Muhammad Suranegara Gulo, Kurnia Mayestic Gusanova, Agizka Rizqta Hamidah, Hani Haury, Ahmad Musyadad Hikmawan, Rizki Huwaida, Febviana Sulthanah Iqbal, Arifal Muhamad Kartikasari Kartikasari, Kartikasari Ladayya, Ulfa Maghfira, Dinda Alya Mastiar, Mardani Mustaffa, Zuriani Myrna Dwi Rahmatya Nahrowi Adjie Nuriyah Musyafa, Wigi Nuur Wachid Abdul Majid Oktafiani, Wilda Oktaviani, Oriza Mutia Perdana, Cilma Fresha Perdana, Zia Imam Praciska, Mia Tri Pratiwi, Irra Puji Rahayu Putri Alina Sidik, Legira Putri, Regina Aulia Rahmatya, Aura Salsabillah Ramadhan, Reza Putra Ramarumo, Tshepo Rizal, Muhamad Fahmi Romdhoni, Rhezwan Dhaifullah Salsabila, Rahmawati Sanjaya, Miftahul Donny Sari, Dian Pemata Septiadi, Jaka Septianiady, Septianiady Setyawan, Kornelius Rhesa Valdis Siti Hodijah Sodikin, Reisa Aulia Solekha, Solekha Solihat, Sinta Syawalido, Luky Tanjung, Firda Rosiana Thoniyah, Diana Qisthin Wachid Abdul Majid, Nuur Wicaksono, Mochamad Fajar Yulistia, Tia Fuja Yuniar, Rani Zarkasih, Aqmal Idris