{"id":69,"date":"2025-08-03T09:57:36","date_gmt":"2025-08-03T09:57:36","guid":{"rendered":"https:\/\/learn.rantissi.my.id\/?p=69"},"modified":"2025-08-03T09:59:23","modified_gmt":"2025-08-03T09:59:23","slug":"apa-itu-machine-learning-ml-bagian-penting-dari-ai","status":"publish","type":"post","link":"https:\/\/learn.rantissi.my.id\/index.php\/2025\/08\/03\/apa-itu-machine-learning-ml-bagian-penting-dari-ai\/","title":{"rendered":"Apa itu Machine Learning (ML)? Bagian Penting dari AI"},"content":{"rendered":"\n

Machine Learning (ML)<\/strong> adalah salah satu cabang utama dalam AI.
Kalau AI adalah “tujuan besar” \u2192 membuat komputer bisa cerdas<\/em>,
maka ML adalah “jalan atau metode” paling populer yang digunakan untuk mencapainya.<\/p>\n\n\n\n

\n\n\n\n

Pengertian ML:<\/strong><\/h4>\n\n\n\n

ML memungkinkan komputer belajar dari data<\/strong> tanpa diprogram secara eksplisit untuk tiap-tiap aturan.<\/p>\n\n\n\n

Bedanya dengan pemrograman biasa:<\/strong><\/p>\n\n\n\n

    \n
  • Pemrograman biasa \u2192 Kamu beri aturan & logika \u2192 komputer mengerjakan.<\/li>\n\n\n\n
  • ML \u2192 Kamu beri contoh data \u2192 komputer belajar<\/strong> membuat aturan sendiri.<\/li>\n<\/ul>\n\n\n\n
    \n\n\n\n

    Contoh sederhana:<\/strong><\/h4>\n\n\n\n

    \ud83d\udc49 Ingin membuat AI yang mengenali gambar kucing<\/strong>.<\/p>\n\n\n\n

      \n
    • Dengan ML \u2192 Kita tidak memprogram: “Jika ada kumis, jika ada telinga segitiga, dst…”<\/li>\n\n\n\n
    • Tapi \u2192 Kita beri ribuan gambar kucing + non-kucing \u2192 AI belajar<\/em> dari contoh \u2192 akhirnya bisa membedakan.<\/li>\n<\/ul>\n\n\n\n
      \n\n\n\n

      Jenis-jenis Machine Learning:<\/strong><\/h4>\n\n\n\n

      1\ufe0f\u20e3 Supervised Learning<\/strong>
      \u2192 Belajar dari data yang sudah diberi label
      \u2192 Contoh:
      – Gambar kucing \/ anjing \u2192 sudah diberi label
      – Email spam \/ bukan spam<\/p>\n\n\n\n

      2\ufe0f\u20e3 Unsupervised Learning<\/strong>
      \u2192 Belajar dari data yang tidak diberi label \u2192 AI mencoba menemukan pola sendiri
      \u2192 Contoh:
      – Segmentasi pelanggan berdasarkan perilaku belanja
      – Pengelompokan dokumen<\/p>\n\n\n\n

      3\ufe0f\u20e3 Reinforcement Learning<\/strong>
      \u2192 Belajar dari trial & error, diberi reward<\/em> atau penalty<\/em>
      \u2192 Contoh:
      – Robot belajar berjalan
      – AI bermain game (misal: AlphaGo)<\/p>\n\n\n\n

      \n\n\n\n

      Kesimpulan:<\/strong>
      Machine Learning adalah teknologi di balik banyak AI yang kita pakai sekarang:<\/p>\n\n\n\n

        \n
      • Sistem rekomendasi<\/li>\n\n\n\n
      • Pengenalan suara & wajah<\/li>\n\n\n\n
      • Prediksi harga saham<\/li>\n\n\n\n
      • Mobil otonom<\/li>\n\n\n\n
      • Chatbot cerdas<\/li>\n<\/ul>\n\n\n\n

        <\/p>\n","protected":false},"excerpt":{"rendered":"

        Machine Learning (ML) adalah salah satu cabang utama dalam AI.Kalau AI adalah “tujuan besar” \u2192 membuat komputer bisa cerdas,maka ML adalah “jalan atau metode” paling populer yang digunakan untuk mencapainya. Pengertian ML: ML memungkinkan komputer belajar dari data tanpa diprogram secara eksplisit untuk tiap-tiap aturan. Bedanya dengan pemrograman biasa: Contoh sederhana: \ud83d\udc49 Ingin membuat AI…<\/p>\n","protected":false},"author":1,"featured_media":18,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-69","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence"],"_links":{"self":[{"href":"https:\/\/learn.rantissi.my.id\/index.php\/wp-json\/wp\/v2\/posts\/69","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/learn.rantissi.my.id\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/learn.rantissi.my.id\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/learn.rantissi.my.id\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/learn.rantissi.my.id\/index.php\/wp-json\/wp\/v2\/comments?post=69"}],"version-history":[{"count":2,"href":"https:\/\/learn.rantissi.my.id\/index.php\/wp-json\/wp\/v2\/posts\/69\/revisions"}],"predecessor-version":[{"id":71,"href":"https:\/\/learn.rantissi.my.id\/index.php\/wp-json\/wp\/v2\/posts\/69\/revisions\/71"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/learn.rantissi.my.id\/index.php\/wp-json\/wp\/v2\/media\/18"}],"wp:attachment":[{"href":"https:\/\/learn.rantissi.my.id\/index.php\/wp-json\/wp\/v2\/media?parent=69"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/learn.rantissi.my.id\/index.php\/wp-json\/wp\/v2\/categories?post=69"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/learn.rantissi.my.id\/index.php\/wp-json\/wp\/v2\/tags?post=69"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}