{"id":36804,"date":"2025-10-05T04:31:56","date_gmt":"2025-10-04T21:31:56","guid":{"rendered":"https:\/\/pustaka.ut.ac.id\/lib\/?p=36804"},"modified":"2025-10-05T04:31:56","modified_gmt":"2025-10-04T21:31:56","slug":"stda4204-machine-learning","status":"publish","type":"post","link":"https:\/\/pustaka.ut.ac.id\/lib\/stda4204-machine-learning\/","title":{"rendered":"STDA4204 &#8211; Machine Learning"},"content":{"rendered":"<p>[av_layout_row border=&#8221; min_height_percent=&#8221; min_height=&#8217;0&#8242; color=&#8217;main_color&#8217; mobile=&#8217;av-flex-cells&#8217; id=&#8221; av_element_hidden_in_editor=&#8217;0&#8242; mobile_breaking=&#8221; av-desktop-hide=&#8221; av-medium-hide=&#8221; av-small-hide=&#8221; av-mini-hide=&#8221;]<\/p>\n<p>[av_cell_one_fifth vertical_align=&#8217;top&#8217; padding=&#8217;30px&#8217; background_color=&#8221; src=&#8221; background_attachment=&#8217;scroll&#8217; background_position=&#8217;top left&#8217; background_repeat=&#8217;no-repeat&#8217; mobile_display=&#8221;]<\/p>\n<p>[\/av_cell_one_fifth][av_cell_three_fifth vertical_align=&#8217;top&#8217; padding=&#8217;30px&#8217; padding_sync=&#8217;true&#8217; background_color=&#8217;#f4f3f2&#8242; src=&#8221; attachment=&#8221; attachment_size=&#8221; background_attachment=&#8217;scroll&#8217; background_position=&#8217;top left&#8217; background_repeat=&#8217;no-repeat&#8217; mobile_display=&#8221;]<\/p>\n<p>[av_one_fifth first min_height=&#8221; vertical_alignment=&#8221; space=&#8221; custom_margin=&#8221; margin=&#8217;0px&#8217; padding=&#8217;0px&#8217; border=&#8221; border_color=&#8221; radius=&#8217;0px&#8217; background_color=&#8221; src=&#8221; background_position=&#8217;top left&#8217; background_repeat=&#8217;no-repeat&#8217; animation=&#8221; mobile_breaking=&#8221; mobile_display=&#8221;]<\/p>\n<p>[av_image src=&#8217;http:\/\/pustaka.ut.ac.id\/lib\/wp-content\/uploads\/2025\/10\/STDA4204.webp&#8217; attachment=&#8217;36805&#8242; attachment_size=&#8217;full&#8217; align=&#8217;center&#8217; styling=&#8221; hover=&#8221; link=&#8217;lightbox&#8217; target=&#8221; caption=&#8221; font_size=&#8221; appearance=&#8221; overlay_opacity=&#8217;0.4&#8242; overlay_color=&#8217;#000000&#8242; overlay_text_color=&#8217;#ffffff&#8217; animation=&#8217;no-animation&#8217; admin_preview_bg=&#8221;][\/av_image]<\/p>\n<p>[av_button label=&#8217;FULLTEXT STDA4204&#8242; link=&#8217;manually,https:\/\/pustaka.ut.ac.id\/reader\/index.php?modul=STDA4204&#8242; link_target=&#8217;_blank&#8217; size=&#8217;small&#8217; position=&#8217;center&#8217; icon_select=&#8217;yes&#8217; icon=&#8217;ue85d&#8217; font=&#8217;entypo-fontello&#8217; color=&#8217;theme-color&#8217; custom_bg=&#8217;#444444&#8242; custom_font=&#8217;#ffffff&#8217; admin_preview_bg=&#8221;]<\/p>\n<p>[av_textblock size=&#8221; font_color=&#8221; color=&#8221; av-medium-font-size=&#8221; av-small-font-size=&#8221; av-mini-font-size=&#8221; admin_preview_bg=&#8221;]<\/p>\n<p style=\"text-align: justify;\"><strong>Untuk menggunakan layanan RBV secara fulltext, Anda gunakan login yang teraktivasi pada UT-Online (http:\/\/elearning.ut.ac.id) dan terdaftar sebagai mahasiswa Universitas Terbuka<\/strong><\/p>\n<p>[\/av_textblock]<\/p>\n<p>[av_button label=&#8217; elearning.ut.ac.id&#8217; link=&#8217;manually,http:\/\/elearning.ut.ac.id&#8217; link_target=&#8221; size=&#8217;small&#8217; position=&#8217;center&#8217; icon_select=&#8217;yes&#8217; icon=&#8217;ue836&#8242; font=&#8217;entypo-fontello&#8217; color=&#8217;theme-color&#8217; custom_bg=&#8217;#444444&#8242; custom_font=&#8217;#ffffff&#8217; admin_preview_bg=&#8221;]<\/p>\n<p>[\/av_one_fifth][av_three_fifth min_height=&#8221; vertical_alignment=&#8221; space=&#8221; custom_margin=&#8221; margin=&#8217;0px&#8217; padding=&#8217;0px&#8217; border=&#8221; border_color=&#8221; radius=&#8217;0px&#8217; background_color=&#8221; src=&#8221; background_position=&#8217;top left&#8217; background_repeat=&#8217;no-repeat&#8217; animation=&#8221; mobile_breaking=&#8221; mobile_display=&#8221;]<\/p>\n<p>[av_heading heading=&#8217;STDA4204 &#8211; Machine Learning&#8217; tag=&#8217;h3&#8242; style=&#8221; size=&#8221; subheading_active=&#8221; subheading_size=&#8217;15&#8217; padding=&#8217;10&#8217; color=&#8221; custom_font=&#8221; av-medium-font-size-title=&#8221; av-small-font-size-title=&#8221; av-mini-font-size-title=&#8221; av-medium-font-size=&#8221; av-small-font-size=&#8221; av-mini-font-size=&#8221; admin_preview_bg=&#8221;][\/av_heading]<\/p>\n<p>[av_textblock size=&#8221; font_color=&#8221; color=&#8221; av-medium-font-size=&#8221; av-small-font-size=&#8221; av-mini-font-size=&#8221; admin_preview_bg=&#8221;]<br \/>\n<strong>Widyawan, Azkario Rizky Pratama, Syukron Abu Ishaq Alfarozi<\/strong><\/p>\n<ul>\n<li>Edisi 1 \/ 3 SKS \/ 9 Modul<\/li>\n<li>472 Halaman : ilustrasi ;27 cm.<\/li>\n<li>ISBN 9786342492093<\/li>\n<li>ISBN (E) 9786342492086<\/li>\n<li>Tangerang Selatan : Universitas Terbuka, 2025<\/li>\n<li>Kelas DDC [23 ]005.432<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">Buku Materi Pokok (BMP) STDA4204 Machine Learning memberikan pengantar komprehensif tentang Machine Learning (ML), dimulai dari konsep dasar, sejarah, hingga berbagai aplikasi modernnya. Mahasiswa akan mempelajari pustaka dan perangkat yang umum digunakan dalam pengembangan proyek ML, terutama berbasis Python. Materi mencakup teknik preprocessing dan eksplorasi data, serta berbagai algoritma pembelajaran seperti supervised, unsupervised, dan reinforcement learning, termasuk metode evaluasi dan validasi model. Selain itu, mata kuliah ini juga memperkenalkan topik lanjutan seperti neural networks, deep learning, dan Natural Language Processing (NLP) sebagai dasar untuk pengembangan lebih lanjut di bidang kecerdasan buatan.&#8221;<\/p>\n<p>[\/av_textblock]<\/p>\n<p>[av_tab_container position=&#8217;top_tab&#8217; boxed=&#8217;border_tabs&#8217; initial=&#8217;1&#8242;]<br \/>\n[av_tab title=&#8217;Tinjauan Mata Kuliah&#8217; icon_select=&#8217;no&#8217; icon=&#8217;ue800&#8242; font=&#8217;entypo-fontello&#8217;]<br \/>\n[pdf-embedder url=&#8221;https:\/\/pustaka.ut.ac.id\/lib\/wp-content\/uploads\/pdfmk\/STDA4204-TM.pdf&#8221;]<br \/>\n[\/av_tab]<br \/>\n[av_tab title=&#8217;Daftar Isi&#8217; icon_select=&#8217;no&#8217; icon=&#8217;ue800&#8242; font=&#8217;entypo-fontello&#8217;]<br \/>\n[pdf-embedder url=&#8221;https:\/\/pustaka.ut.ac.id\/lib\/wp-content\/uploads\/pdfmk\/STDA4204-DI.pdf&#8221;]<br \/>\n[\/av_tab]<br \/>\n[\/av_tab_container]<\/p>\n<p>[\/av_three_fifth][av_one_fifth min_height=&#8221; vertical_alignment=&#8221; space=&#8221; custom_margin=&#8221; margin=&#8217;0px&#8217; padding=&#8217;0px&#8217; border=&#8221; border_color=&#8221; radius=&#8217;0px&#8217; background_color=&#8221; src=&#8221; background_position=&#8217;top left&#8217; background_repeat=&#8217;no-repeat&#8217; animation=&#8221; mobile_breaking=&#8221; mobile_display=&#8221;]<\/p>\n<p>[av_sidebar widget_area=&#8217;FMIPA&#8217;]<\/p>\n<p>[\/av_one_fifth][\/av_cell_three_fifth][av_cell_one_fifth vertical_align=&#8217;top&#8217; padding=&#8217;30px&#8217; background_color=&#8221; src=&#8221; background_attachment=&#8217;scroll&#8217; background_position=&#8217;top left&#8217; background_repeat=&#8217;no-repeat&#8217; mobile_display=&#8221;]<\/p>\n<p>[\/av_cell_one_fifth][\/av_layout_row]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[av_layout_row border=&#8221; min_height_percent=&#8221; min_height=&#8217;0&#8242; color=&#8217;main_color&#8217; mobile=&#8217;av-flex-cells&#8217; id=&#8221; av_element_hidden_in_editor=&#8217;0&#8242; mobile_breaking=&#8221; av-desktop-hide=&#8221; av-medium-hide=&#8221; av-small-hide=&#8221; av-mini-hide=&#8221;] [av_cell_one_fifth vertical_align=&#8217;top&#8217; padding=&#8217;30px&#8217; background_color=&#8221; src=&#8221; background_attachment=&#8217;scroll&#8217; background_position=&#8217;top left&#8217; background_repeat=&#8217;no-repeat&#8217; mobile_display=&#8221;] [\/av_cell_one_fifth][av_cell_three_fifth vertical_align=&#8217;top&#8217; padding=&#8217;30px&#8217; padding_sync=&#8217;true&#8217; background_color=&#8217;#f4f3f2&#8242; src=&#8221; attachment=&#8221; attachment_size=&#8221; background_attachment=&#8217;scroll&#8217; background_position=&#8217;top left&#8217; background_repeat=&#8217;no-repeat&#8217; mobile_display=&#8221;] [av_one_fifth first min_height=&#8221; vertical_alignment=&#8221; space=&#8221; custom_margin=&#8221; margin=&#8217;0px&#8217; padding=&#8217;0px&#8217; border=&#8221; border_color=&#8221; radius=&#8217;0px&#8217; background_color=&#8221; src=&#8221; background_position=&#8217;top left&#8217; background_repeat=&#8217;no-repeat&#8217; animation=&#8221; mobile_breaking=&#8221; mobile_display=&#8221;] [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":36805,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"footnotes":""},"categories":[116,115,126],"tags":[],"class_list":["post-36804","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-fst","category-ruang-baca-virtual","category-sains-data-s1"],"_links":{"self":[{"href":"https:\/\/pustaka.ut.ac.id\/lib\/wp-json\/wp\/v2\/posts\/36804","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/pustaka.ut.ac.id\/lib\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/pustaka.ut.ac.id\/lib\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/pustaka.ut.ac.id\/lib\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/pustaka.ut.ac.id\/lib\/wp-json\/wp\/v2\/comments?post=36804"}],"version-history":[{"count":2,"href":"https:\/\/pustaka.ut.ac.id\/lib\/wp-json\/wp\/v2\/posts\/36804\/revisions"}],"predecessor-version":[{"id":36807,"href":"https:\/\/pustaka.ut.ac.id\/lib\/wp-json\/wp\/v2\/posts\/36804\/revisions\/36807"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/pustaka.ut.ac.id\/lib\/wp-json\/wp\/v2\/media\/36805"}],"wp:attachment":[{"href":"https:\/\/pustaka.ut.ac.id\/lib\/wp-json\/wp\/v2\/media?parent=36804"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/pustaka.ut.ac.id\/lib\/wp-json\/wp\/v2\/categories?post=36804"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/pustaka.ut.ac.id\/lib\/wp-json\/wp\/v2\/tags?post=36804"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}