[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-118508-id":3,"doc-seo-118508-113":30,"detail-sidebar-cat-0-id-113":91},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"doc_content":15,"file_id":16,"file_url":17,"file_type":18,"file_size":19,"view_count":20,"is_deleted":4,"is_public":21,"is_downloadable":21,"audit_status":21,"page_count":20,"language":22,"language_code":23,"site_id":24,"html_lang":23,"table_of_contents":25,"faqs":26,"seo_title":27,"seo_description":14,"update_tm":28,"read_time":29},118508,2336475104736,"Quinn","https://ap-avatar.wpscdn.com/avatar/22000c4c5e0e5b17e70?x-image-process=image/resize,m_fixed,w_180,h_180&k=1786591360781797222",52,"Teknologi","PENGENALAN MACHINE LEARNING DAN DATA MINING DI SMK CITRA NEGARA - Seminar pengenalan berbasis praktik menggunakan Orange","Era revolusi industri 4.0 ditandai dengan melimpahnya data, namun potensi data untuk meningkatkan efisiensi dan kualitas pengambilan keputusan belum dimanfaatkan optimal di Indonesia. Hambatan utama berupa rendahnya pengetahuan analisis data, khususnya pada siswa SMK. Kegiatan seminar pengenalan data mining dan machine learning di SMK Citra Negara Depok dirancang untuk memberi pemahaman dasar serta praktik langsung menggunakan aplikasi Orange agar siswa mampu mengembangkan keterampilan analisis data dan siap berkontribusi pada pengembangan perangkat lunak dan gim berbasis kecerdasan buatan.","PENGENALAN MACHINE LEARNING DAN DATA MINING DI SMK CITRA  \nNEGARA  \nKevin Novebrianto1*, Mathew Nathaniel Lawalata*2,Wildan Ghifari 3, Raka Bagus Pangestu4, Haydar Adlu Prameswara 5, Fadhil Nur Rochim6, Daffa Ahmad Rasula7, Agam Lintang Praja8, Sofyan Rizky Andra Effendi9, Dimas Sugiana10, Nurhasanah11  \n1-11 Universitas Pamulang  \n*[E-mail: ](E-mail: kevinnovebrianto212@gmail.com)[kevinnovebrianto212@gmail.com](E-mail: kevinnovebrianto212@gmail.com)  \nABSTRAK  \nEra revolusi industri 4.0 ditandai dengan melimpahnya data. Potensi besar data untuk meningkatkan efisiensi dankualitas pengambilan keputusan belum dimanfaatkan secara optimal, terutama di Indonesia. Kurangnya pengetahuan dalam analisis data, khususnya di kalangan siswa SMK, menjadi kendala utama. Padahal, keterampilan data mining dan machine learning sangat krusial untuk bersaing di pasar kerja yang semakin kompetitif dan untuk menciptakan inovasi dalam pengembangan perangkat lunak dan gim. Seminar pengenalan data mining dan machine learning yang diadakan di SMK Citra Negara Depok bertujuan untuk mengatasi permasalahan tersebut. Seminar ini memberikan pemahaman dasar tentang konsep data mining dan machine learning serta praktek langsung menggunakan aplikasi Orange. Harapannya, siswa dapat memahami pentingnya data, mengembangkan keterampilan analisis data, dan mempersiapkan diri untuk menjadi data scientist masadepan. Dengan demikian, siswa dapat berkontribusi dalam pengembangan perangkat lunak dan gim yang inovatif dan berbasis kecerdasan buatan.  \nKata kunci: Data Mining, Machine Learning, Data  \nABSTRACT  \nThe era of Industry 4.0 is characterized by an abundance of data. The immense potential of data to improve efficiency and decision-making quality has not been fully utilized, especially in Indonesia. A lack of knowledge in data analysis, particularly among vocational high school students, is a major obstacle. Yet, data mining and machine learning skills are crucial for competing in an increasingly competitive job market and for fostering innovation in software and game development. A data mining and machine learning introductory seminar held at SMK Citra Negara Depok aims to address this issue. The seminar provides a fundamental understanding of data mining and machine learning concepts, as well as hands-on experience using the Orange application. It is hoped that students will grasp the importance of data, develop data analysis skills, and prepare themselves to become future data scientists. As a result, students can contribute to the development of innovative and AI-based software and games.  \nKeywords: Data Mining, Machine Learning, Data  \nPENDAHULUAN  \nPerkembangan teknologi informasi yang pesat telah melahirkan era big data, di mana data menjadi aset berharga yang dapat dimanfaatkan untuk berbagai keperluan (Provost & Fawcett 2013) . Dalam pengembangan perangkat lunak dan gim, kemampuan menganalisis data secara efektif menjadikunci untuk menciptakan produk yang inovatif dan memenuhi kebutuhan pengguna (Sultana et al. , 2022) . Namun, penelitian sebelumnya menunjukkan bahwa masih terdapat kesenjangan antara kebutuhan industri akan tenaga kerja yang memiliki keterampilan data science dengan ketersediaan lulusan yang kompeten (Miller, 2022) .  \nKOMMAS: Jurnal Pengabdian Kepada Masyarakat Universitas Pamulang  \nVolume: 6 Nomor: 1  \n p-ISSN: 2721-0235 | e-ISSN: 2723-4517  \nMachine learning, sebuah subbidang dari kecerdasan buatan, adalah kemampuan mesin untuk belajar dari data tanpa diprogram secara eksplisit (Mitchell, 1997) . Dengan kata lain, mesin dapat mengidentifikasi pola, membuat prediksi, dan mengambil keputusan berdasarkan data yang telahdipelajarinya. Dalam konteks pengembangan perangkat lunak, machine learning dapat digunakan untuk membangun aplikasi yang lebih cerdas dan personal, seperti sistem rekomendasi, deteksi penipuan, dan pengenalan gambar (Goodfellow et al., 2016). Oleh karena itu, pemahaman mengenai machine learning menjadi sangat penting ba","cbCaiv3r1zHJAGjz","https://ap.wps.com/l/cbCaiv3r1zHJAGjz","pdf",611380,4,1,"Indonesian","id",113,"# Pendahuluan\n## Latar belakang dan urgensi data science\n# Machine Learning dan Data Mining\n## Konsep dasar dan peran dalam era digital\n# Metode\n## Tahap persiapan dan pelaksanaan kegiatan\n# Hasil\n## Pelaksanaan kegiatan seminar dan dampak awal","[{\"question\":\"Mengapa kegiatan pengenalan machine learning dan data mining diperlukan di SMK Citra Negara Depok?\",\"answer\":\"Karena potensi data belum dimanfaatkan optimal dan siswa SMK masih memiliki keterbatasan pengetahuan dalam analisis data, sementara keterampilan data science dibutuhkan untuk bersaing di dunia kerja.\"},{\"question\":\"Apa tujuan utama seminar ini bagi siswa SMK?\",\"answer\":\"Memberi pemahaman dasar tentang konsep data mining dan machine learning, meningkatkan keterampilan analisis data, serta mempersiapkan siswa menjadi calon data scientist di masa depan.\"},{\"question\":\"Bagaimana pelaksanaan pelatihan dilakukan dan alat apa yang digunakan?\",\"answer\":\"Kegiatan dilakukan melalui presentasi materi, demonstrasi praktikum menggunakan aplikasi Orange dengan tema klasifikasi gambar, kemudian diskusi interaktif.\"}]","PENGENALAN MACHINE LEARNING DAN DATA MINING DI SMK CITRA NEGARA - 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