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Perbandingan Algoritma XGBoost dan LSTM dalam Prediksi Harga Saham Tesla Menggunakan Data Tahun 2025 Faqih, Ahmad; Sugihartono, Tri
Jurnal Pendidikan dan Teknologi Indonesia Vol 5 No 6 (2025): JPTI - Juni 2025
Publisher : CV Infinite Corporation

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jpti.836

Abstract

Prediksi harga saham merupakan tantangan dalam analisis keuangan yang memerlukan metode yang akurat dan andal. Penelitian ini membandingkan kinerja algoritma XGBoost dan Long Short-Term Memory (LSTM) dalam memprediksi harga saham Tesla menggunakan data tahun 2025. XGBoost, sebagai model berbasis pohon keputusan yang dioptimalkan, dikenal dengan kecepatan dan interpretabilitasnya, sedangkan LSTM, sebagai bagian dari jaringan saraf tiruan, memiliki kemampuan menangkap pola temporal yang kompleks dalam data time series. Ketidakstabilan pasar saham menjadikan prediksi harga saham sebagai aspek krusial dalam pengambilan keputusan investasi, khususnya bagi perusahaan-perusahaan teknologi seperti Tesla yang pergerakan harganya sangat fluktuatif. Oleh karena itu, penelitian ini bertujuan untuk membandingkan efektivitas dua pendekatan prediksi yang populer—XGBoost dan Long Short-Term Memory (LSTM)—dalam memprediksi harga saham Tesla menggunakan data historis selama satu dekade terakhir. XGBoost, algoritma berbasis pohon keputusan, unggul dalam kecepatan komputasi dan interpretabilitas, sementara LSTM, jaringan saraf berulang, dirancang untuk mengenali pola temporal jangka panjang dalam data deret waktu. Penelitian ini menerapkan preprocessing termasuk normalisasi, splitting time series, dan pembentukan sliding window untuk LSTM, serta mengevaluasi performa kedua model menggunakan metrik RMSE, MAE, dan koefisien determinasi (R²). Hasil menunjukkan bahwa LSTM secara konsisten menghasilkan prediksi yang lebih akurat dalam menangkap tren dan fluktuasi harga saham, sedangkan XGBoost lebih efisien dalam hal waktu pelatihan dan kemudahan interpretasi hasil. Temuan ini memberikan kontribusi terhadap literatur prediksi finansial dengan menunjukkan bahwa pemilihan model harus disesuaikan dengan tujuan analisis—baik untuk presisi jangka panjang maupun efisiensi operasional—serta membuka peluang pengembangan hibridisasi model untuk pengambilan keputusan investasi yang lebih cerdas.
Optimalisasi Program UMKM untuk Pengentasan Kemiskinan di Desa Tabulo, Kecamatan Mananggu, Kabupaten Boalemo Kadir, Rian; Ahmad Faqih; Erieska Aprilyanti; Mey Yulan Moko; Devika Rahayu Daud
PESHUM : Jurnal Pendidikan, Sosial dan Humaniora Vol. 4 No. 3: April 2025
Publisher : CV. Ulil Albab Corp

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56799/peshum.v4i3.9233

Abstract

Penelitian ini berfokus pada optimalisasi program Usaha Mikro, Kecil, dan Menengah (UMKM) sebagai upaya pengentasan kemiskinan di Desa Tabulo, Kecamatan Mananggu, Kabupaten Boalemo. Meskipun desa ini memiliki potensi sumber daya alam yang melimpah, masyarakatnya masih menghadapi berbagai tantangan dalam mengelola dan memanfaatkan potensi tersebut secara optimal. Tujuan dari penelitian ini adalah untuk menggali kondisi dan tantangan yang dihadapi pelaku UMKM serta mengembangkan strategi pemberdayaan yang efektif. Metode penelitian yang digunakan adalah pendekatan kualitatif dengan teknik pengumpulan data melalui wawancara, observasi, dan studi dokumentasi. Penelitian dilakukan Agustus-Desember 2024 di Desa Tabulo dengan melibatkan pelaku UMKM, anggota masyarakat, dan pejabat pemerintah desa sebagai responden. Hasil penelitian menunjukkan bahwa dukungan dari pemerintah desa dan kolaborasi masyarakat sangat penting dalam menciptakan lingkungan yang mendukung pertumbuhan UMKM. Program sosialisasi yang melibatkan masyarakat berhasil meningkatkan kesadaran akan pentingnya kolaborasi. Selain itu, inovasi seperti pembuatan wahana bermain dan pengembangan identitas produk melalui logo telah berhasil meningkatkan daya tarik dan penjualan produk UMKM.
Learning Arabic for Beginners: Role-Based Small Group Discussion Cooperative Learning Maulani, Hikmah; Faqih, Ahmad
Tanwir Arabiyyah: Arabic as Foreign Language Journal Vol 1, No 2 Desember (2021)
Publisher : Universitas Muhammadiyah Sumatera Barat

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (910.541 KB) | DOI: 10.31869/aflj.v1i2.2900

Abstract

This study examines the innovation of learning strategies through Cooperative Learning by using Role-based Small Group Discussion. The purpose of this study is to reveal indicators that influence the success of learning through cooperative learning using Role-based Small Group Discussion. This study uses a qualitative method with the implementation of structured interviews and questionnaires, the use of this data collection method is carried out to reveal the views of the participants honestly. Respondents who became participants were students who came from public schools without any experience in learning Arabic. The results obtained were found indicators in the use of Role-based Small Group Discussion, namely attitudes, abilities, and usefulness of the method.
PEMBUATAN TEH BUNGA TELANG (Clitoria ternatea L.) DAN AKAR KAYU BAJAKAH (Spatholobus littoralis H.) SEBAGAI ANTIDIABETES DI KAMPUNG KETUPAT KECAMATAN SAMARINDA Hamzah, Hasyrul; Mentarry Bafadal; Rahman Anshari; Nur Atika Astriani; Syayid Al Manar; Ahmad Faqih; Lila Zulfa Kamila; Norma Feti Farida; Jamiatur Rasyidah; Nur Halimah
BERNAS: Jurnal Pengabdian Kepada Masyarakat Vol. 6 No. 2 (2025)
Publisher : Universitas Majalengka

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31949/jb.v6i2.11629

Abstract

Bunga telang (Clitoria ternatea L.) dan akar kayu bajakah (Spatholobus littoralis H.) memiliki kandungan senyawa kimia seperti tanin, flavonoid, dan saponin, yang berpotensi memberikan efek farmakologi, termasuk sebagai antidiabetes dan antioksidan. Namun, pemanfaatan kedua tanaman ini di masyarakat, khususnya di Kampung Ketupat, masih minim. Oleh karena itu, dilakukan kegiatan pengabdian masyarakat yang bertujuan untuk meningkatkan pengetahuan dan keterampilan ibu-ibu PKK di desa Kampung Ketupat mengenai pembuatan teh herbal dari kombinasi bunga telang dan akar kayu bajakah. Kegiatan ini meliputi penyuluhan dan pelatihan yang diakhiri dengan kuesioner untuk mengukur peningkatan pengetahuan peserta. Hasilnya menunjukkan peningkatan pemahaman masyarakat hingga 100%
Optimalisasi Pemasaran Digital Umkm Untuk Meningkatkan Penjualan Produk Lokal Faqih, Ahmad; Rifa’i, Ahmad; Nur Rochmah, Aulia; Alma’as, Azis
AMMA : Jurnal Pengabdian Masyarakat Vol. 2 No. 2 (2023): AMMA : Jurnal Pengabdian Masyarakat (INPRESS)
Publisher : CV. Multi Kreasi Media

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Abstract

Micro, Small, and Medium Enterprises (MSMEs) play a vital role in driving both local and national economies. However, in today's digital era, many MSME players have not yet optimally utilized information technology, particularly in the field of marketing. The lack of digital skills and limited understanding of online promotional strategies have made local products less competitive and less recognized in wider markets. This Community Service Program (PKM) aims to enhance the digital marketing capacity of MSME players, especially in utilizing online platforms for promoting and selling local products. The program was carried out through a series of training sessions and direct mentoring with partner MSMEs, focusing on setting up business accounts on social media, using marketplaces, developing digital branding strategies, and creating engaging visual content. The tools used included Instagram Business, WhatsApp Business, Shopee, and design applications such as Canva. The training was delivered in a practical manner using case studies and hands-on simulations involving the participants' own products. Evaluation was conducted through pre-tests and post-tests, as well as observation of participants' digital activities after the training. The results showed a significant improvement in participants’ understanding of digital marketing. Most MSME partners successfully activated their business accounts, began posting product content regularly, and were able to design seasonal promotional strategies. In addition, participants demonstrated high enthusiasm to continue learning and growing their businesses digitally. This program has had a tangible impact in helping MSMEs reach wider markets and build stronger brand identities. Moving forward, this training can serve as a sustainable initiative as part of the comprehensive digital transformation of MSMEs.
Implementasi Sistem Informasi Sederhana Untuk Administrasi Keuangan Posyandu Rifa’i, Ahmad; Faqih, Ahmad; Iqbal Syaidin, Fadli; Mubarok, Fatkhan
AMMA : Jurnal Pengabdian Masyarakat Vol. 2 No. 2 (2023): AMMA : Jurnal Pengabdian Masyarakat (INPRESS)
Publisher : CV. Multi Kreasi Media

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Abstract

This community service program aims to assist Posyandu (Integrated Health Service Post) in improving the efficiency and transparency of financial administration through the implementation of a simple information system. The main problems faced by the Posyandu partners are the use of manual recording in financial management, the low level of digital literacy among the cadres, and the lack of transparency in preparing financial reports. These conditions can lead to recording errors, loss of financial data, and reduced trust from the community and donors. Therefore, the solution offered in this activity is the development and implementation of a simple digital-based information system to help record income, expenses, and automatically generate financial reports. The method of implementing this activity includes identifying the needs of partners, system design, training and assisting Posyandu cadres, as well as evaluating the effectiveness of the system usage. The results of the activity showed that Posyandu cadres were able to independently use the information system to record financial transactions and prepare standardized financial reports more quickly, accurately, and transparently. In addition, the implementation of this program also improved the digital literacy of cadres and facilitated the financial accountability process to the government and donors. The outcomes of this activity include a simple financial administration information system based on Google Sheets or automated Excel, user manuals, and standardized financial report templates. This program is expected to be a sustainable solution for Posyandu in managing financial administration more effectively and efficiently, while also enhancing the professionalism of Posyandu in providing health services to the community. With this system, Posyandu will not only be better prepared to manage existing funds but will also find it easier to gain trust from external parties for the sustainability of community health programs.
Implementasi Teknologi IoT untuk Monitoring Suhu dan Kelembaban pada Usaha Tani Hortikultura Agus Bahtiar; Ahmad Faqih; Chulyatunni’mah; Madyant
AMMA : Jurnal Pengabdian Masyarakat Vol. 1 No. 03 (2022): AMMA : Jurnal Pengabdian Masyarakat
Publisher : CV. Multi Kreasi Media

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Abstract

Horticultural farming is highly dependent on environmental conditions, particularly temperature and humidity. Unstable weather conditions often cause problems in plant growth, trigger pest and disease outbreaks, and reduce crop yields. Based on these challenges, this community service program aims to implement Internet of Things (IoT) technology as a solution for real-time monitoring of temperature and humidity in horticultural farmland. The program’s partners are farmer groups who have been using manual methods to monitor environmental conditions. This activity was carried out in several stages: needs identification, IoT system design and installation, training for system usage, and post-implementation evaluation. The developed system consists of temperature and humidity sensors, microcontrollers, and a cloud based dashboard connected to a mobile application, allowing farmers to monitor conditions anytime. The system also features automatic notifications when extreme temperature or humidity changes are detected. The results show improvements in monitoring efficiency and farmers' responsiveness to environmental changes. Farmers can make quicker decisions, reducing the risk of crop failure. Additionally, the efficient use of resources such as water and fertilizer has increased, resulting in lower operational costs and higher income. In terms of digital literacy, this program has also contributed to improving technological skills among farmers. With the implementation of IoT technology, this program supports the transformation toward smart farming. It is expected not only to improve productivity but also to enhance the resilience and sustainability of horticultural farming in the future.
Peningkatan Kreativitas Karang Taruna Melalui Pelatihan Desain Grafis dan Konten Digital Ahmad Faqih; Ahmad Rifai; Mohamad Riad Solihin; Muhammad Daffa Ayyasy
AMMA : Jurnal Pengabdian Masyarakat Vol. 1 No. 03 (2022): AMMA : Jurnal Pengabdian Masyarakat
Publisher : CV. Multi Kreasi Media

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Abstract

The role of youth in village development is becoming increasingly important in the digital era, particularly in promoting local potential, social activities, and creative economic initiatives. One of the main challenges faced by youth organizations such as Karang Taruna is the limited ability to produce engaging digital content and graphic designs, despite the great potential of social media as a means of promotion and communication. This Community Service Program (PKM) aims to enhance the capacity of Karang Taruna members in creating creative content and graphic design using simple and accessible digital applications. The program was carried out in several stages: identifying participants’ needs, developing training modules, conducting in-person training sessions, and providing post-training assistance. The training materials included the basics of graphic design, understanding visual elements (color, typography, layout), simple photography and videography techniques using smartphones, and the use of design applications such as Canva, CapCut, and Pixellab. Participants also practiced creating social media content to promote village activities, local MSMEs, and social campaigns managed by Karang Taruna. The results show a significant improvement in participants' skills in designing posters, Instagram feeds, and short videos for publication purposes. Some of the participants' works have been uploaded to Karang Taruna’s official social media accounts and received positive responses from the community. This program not only enhanced technical skills but also fostered confidence, creativity, and a spirit of collaboration among members. It makes a tangible contribution to empowering village youth through digital literacy and creative media. Moving forward, this training can be developed into a sustainable program to strengthen the village’s digital identity and promote local potential through community-based efforts.
RESPON PETANI DI PERKEBUNAN DESA MAKARTI JAYA POHUWATO TERHADAP SERANGAN Macaca hecki R. Juramang, Risnayanti; Faqih, Ahmad; K. Toiyo, Frandika
Jurnal Biogenerasi Vol. 10 No. 1 (2024): Volume 10 Nomor 1, Agustus 2024 - Februari 2025
Publisher : Universitas Cokroaminoto Palopo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30605/biogenerasi.v10i1.4477

Abstract

This research aims to determine the response of farmers in the Makarti Jaya Pohuwato Village plantation to the Macaca hecki attack. The number of respondents found at the research location was 20 people. Analysis of the research results was carried out using the interview method and analyzed using a Likert scale. People (farmers) found on plantation land were interviewed using a questionnaire. The Likert scale can measure individual behavior using several questions by providing responses of strongly agree, agree, between agree and disagree (neutral) and strongly disagree. The community's response to the presence of Macaca hecki in the plantation area received a score of 88% (Strongly Agree) that its existence Macaca hecki in plantation areas is very disturbing, and received a score of 77% (Agree) that there is a possibility of increasing crop yields if the disturbance from Macaca hecki is reduced.
Pengaruh Budaya Populer Terhadap Pola Pikir Remaja di Indonesia Ahmad Faqih; Ilah Holilah
Jurnal Riset Multidisiplin Edukasi Vol. 2 No. 5 (2025): Jurnal Riset Multidisiplin Edukasi (Edisi Mei 2025)
Publisher : PT. Hasba Edukasi Mandiri

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.71282/jurmie.v2i5.331

Abstract

This study aims to analyze the influence of popular culture on the mindset of adolescents in Indonesia. Popular culture, such as music, films, social media, and fashion trends, has a significant role in shaping the way today's adolescents think, behave, and act. Using a descriptive qualitative method, data was collected through literature studies, observations, and interviews with several adolescents from various backgrounds. The results of the study indicate that popular culture can influence adolescents' perceptions of self-identity, social values, and lifestyle. In addition, the flow of globalization also strengthens the influence of foreign culture, causing a shift in the mindset of adolescents who tend to be more individualistic and consumptive. However, popular culture also provides space for creative expression and forms solidarity between adolescents. Therefore, it is important for educators and parents to provide assistance and media literacy so that adolescents are able to filter information critically and still uphold local values. This study is expected to be a reference in understanding the psychosocial dynamics of adolescents in the digital era.
Co-Authors -, Kaslani Abdullah Baharun Abi Fajar Ahmad Fauzi Achmad Supandi Ade Rizki Rinaldi Ade Rizki Rinaldy Adellia Putriani Adjie Setyadj, Mochammad Adnan Adnan Agung Triyono agus bahtiar Agus Riyadi Ahlam Musaydah Ahmad Jihadi Ahmad Rifai Akhmad Abu Khasan Muzakki Akhmad Subhan Al Ghozali, Muhammad Iqbal Ali, Ashehad Aswen Alma’as, Azis Amelia, Mita Andi Setiawan Andriawan, Dimas Annisa Rahmi Anshari, Rahman Ardiyanto Saleh Modjo Arif Rinaldi Dikananda Arlandy, Kevin Salsabil Arnas Arnas, Arnas Arum Sari Arya Wijaya, Arya Athhar Hafizha Luthfi ayu hardani, anita Aziz Ramadhani Badruddin Bafadal, Mentarry Bambang Siswoyo Basysyar, Fadhil Muhammad Chatarina Umbul Wahyuni Chulyatunni’mah Dadang Sudrajat Devika Rahayu Daud Dewi Wahyuni K. Baderan Diding Herudin Diding Herudin Diding Herudin, Diding Herudin Dienwati Nuris, Nisa Dikananda, Arif Rinaldi Dikananda, Fatihanursari Dini Andriyani Dita Rizki Amalia Dita, Mesya Sabhna Adma Djamadi, Dian Anggreini Dwi Kusuma, Lukman Edi Tohidi Eka Permana, Sandy Enjelita, Ratu Erieska Aprilyanti Esa Putra, Arga Ezra Pratama, Daffa Fadhil Muhammad Basysyar Fadilah, Euis Fajri, Ibnu Fajria, Azzahra Moudy Fathurrohman, Fathurrohman Febiyanto, Anggi Fidya Arie Pratama Fuad Pontoiyo Gagarin, Muhamad Yuri Giannetti, Niccolo Gifthera Dwilestari Gilang Ramadhan Gumelar, Restu Habiballoh, Hafshoh Hafshoh Habiballoh Hamdan, Faiz Dzul Fahmi Hamzah, Hasyrul Haqiyah, Aridhotul Hasim Hasim Hasim Hasim Herdiyana, Ruli Hermawan, Bagus Hermawan, Muhammad Andi Hidayat, Manarul Hikmah Maulani Himawan, Toni Iffah Adelia, Luthfiyyah Ikraeni Safitri Ilah Holilah Ilma’nun, M. Lulu Iqbal Syaidin, Fadli Jamiatur Rasyidah Jannah, Afni Nur Juliandro, Daniel Juramang, Risnayanti R K. Toiyo, Frandika Kadir, Rian Kaslani Khaerul Anam Khairul Akmal, Khairul Khairussalam Khoirul Huda, Muhammad Knohl, Alexander Komalasari, Cahyaningrum Kurniasih, Desta Dwi La Alio La Alio Laili Hidayatun Nikmah Laksono, Agung Lestari, Anjar Ayuning Lestari, Wien Lila Zulfa Kamila M. Basysyar, Fadhil Ma'rufah, Ummu Madyant Mahludin H. Baruwadi Maman Abdurrahman Manarul Hidayat Maulana Sidiq, Cecep Maulana, Haris Mey Yulan Moko Mia Nurmala Mifta Almaripat Miftahul Huda Mohamad Riad Solihin Mohammad Sholehuddin Mohammad Syaefudulloh Mubarok, Fatkhan Muh. Arfah Syam Muhammad Daffa Ayyasy Muhammad Fajid, Marfelio Muharram Muharram Muhfidz Hidayat, Aziz Muhibuddin Mukdin, Novita B Mukhyidin, Abdul Mulyana, Dani Mulyawan Mulyawan Mulyawan, Mulyawan Nalahuddin Saleh Narasati, Riri Narasati Nasruddin Nasruddin Nida Naswa Ningrum, Cistia Ningsih, Indah Ratna Nisa Sari, Ainun Norma Feti Farida Novi Mardiana Nur Atika Astriani Nur Farida, Farah Nur Halimah Nur Rochmah, Aulia Nuraini, Asyifa Nurhadiansyah, Nurhadiansyah Nurjana Adi Wijaya Nurul Aini, Yuli Odi Nurdiawan Oktavia, Riska Permadani Pertiwi, Pirda Parida Permana , Sandy Eka Permana, Sandy Eka Pratama, Denni Pratama, Fidya Arie R. Juramang, Risnayanti Rahayu, Helda Kusuma Rahma, Aliya Anisa Ramiro Firjatullah, Federicko Ramli Utina Raudya, Talitha Rifa'i, Ahmad Rifa’I, Ahmad Rinald, Ade Rizki Rinaldi Dikananda, Arif Riri Narasati Ristika Handarini Riyanto Adji Rizqy, Muhammad Enricco Rohmat, Cep Lukman Rosmeri Manurung, Agnes Rusmayana, Sigit Saeful Anwar, Saeful Saepu Qirom, Dani Saepudin, Asep Safitri, Ikraeni Sagita, Ayu Sandy Eka Permana Sandy Eka Permana, Faqih Selly Novita Sari Septianto, Muhamad Arif Sigit Rusmayana SM, Farid Solihudin, Dodi Subaegi, Angga Sugihartono, Tri Suharno, Achmad Sulaeman, Muhamad Supandi, Achmad Suryani Dewi, Ike Susana, Heliyanti Syaefudulloh, Mohammad Syam, Muh Arfah Syam, Muh. Arfah Syayid Al Manar Tania June Tati Suprapti Tengku Riza Zarzani N Tissa Aunilla Tomayahu, Tian Toriquddin Umar, Achmad Jauhari Wahyu Ningrum Sulistyowati Wanada, Gada Wanda, Aliffa Wijaya, Nurjana Adi Yonny Koesmaryono Yoshua, Deden Yudhistira Arie Wijaya Yuliantin, Yovi