Tetap teratur dengan koleksi
Simpan dan kategorikan konten berdasarkan preferensi Anda.
Jika Anda ingin memastikan bahwa hasil rekomendasi media yang ditampilkan dari satu permintaan rekomendasi lebih beragam daripada terlihat serupa, Anda dapat mengaktifkan diversifikasi. Fitur ini hanya tersedia untuk rekomendasi media, bukan penelusuran dan rekomendasi kustom.
Secara umum, diversifikasi mengurangi kemungkinan konten serupa ditampilkan di panel rekomendasi, dengan risiko menghapus beberapa rekomendasi yang bagus.
Diversifikasi ditetapkan di tingkat konfigurasi penayangan. Anda dapat memiliki beberapa
konfigurasi penayangan per aplikasi rekomendasi media, yang masing-masing memiliki
setelan diversifikasi yang berbeda. Untuk mengetahui informasi selengkapnya tentang penayangan konfigurasi, lihat Membuat dan mengelola konfigurasi penayangan media.
Dua jenis diversifikasi tersedia: diversifikasi berbasis aturan dan diversifikasi berbasis data.
Keberagaman berbasis aturan
Keragaman berbasis aturan bergantung pada kategori yang diupload dengan konten Anda. Gunakan keberagaman berbasis aturan untuk merekomendasikan konten dari berbagai kategori. Diversifikasi dikonfigurasi berdasarkan tingkat, dengan tingkat diversifikasi yang lebih tinggi menyebabkan lebih sedikit item yang ditampilkan per kategori. Jenis diversifikasi ini paling cocok jika konten Anda memiliki kategori berkualitas tinggi.
Level diversifikasi
Item maksimum per kategori
Tidak ada
Tidak terbatas
Rendah
3
Sedang
2
Tinggi
1
Otomatis
Bergantung pada konten
Secara umum, menetapkan keragaman berbasis aturan dan menggunakan rekomendasi filter tidak disarankan. Untuk mengetahui informasi selengkapnya, lihat Setelan filter dan diversifikasi.
Keberagaman berbasis data
Gunakan keragaman berbasis data untuk menghasilkan hasil rekomendasi yang menyeimbangkan relevansi dan keragaman. Keberagaman berbasis data mempelajari metadata konten seperti judul atau kategori. Alih-alih mengandalkan kata-kata dari judul atau kategori, keragaman berbasis data menggunakan kemiripan semantik untuk menghasilkan diversifikasi yang berperforma lebih baik.
Level diversifikasi
Item serupa maksimum
Tidak ada
Tidak terbatas
Rendah
3
Sedang
2
Tinggi
1
Otomatis
Bergantung pada konten
Mendiversifikasi rekomendasi
Untuk mendiversifikasi rekomendasi media Anda:
Di konsol Google Cloud , buka halaman AI Applications.
[[["Mudah dipahami","easyToUnderstand","thumb-up"],["Memecahkan masalah saya","solvedMyProblem","thumb-up"],["Lainnya","otherUp","thumb-up"]],[["Sulit dipahami","hardToUnderstand","thumb-down"],["Informasi atau kode contoh salah","incorrectInformationOrSampleCode","thumb-down"],["Informasi/contoh yang saya butuhkan tidak ada","missingTheInformationSamplesINeed","thumb-down"],["Masalah terjemahan","translationIssue","thumb-down"],["Lainnya","otherDown","thumb-down"]],["Terakhir diperbarui pada 2025-08-19 UTC."],[[["\u003cp\u003eDiversification for media recommendations ensures results are varied rather than similar, which is only applicable to media recommendations, and not generic recommendations or search results.\u003c/p\u003e\n"],["\u003cp\u003eDiversification, set at the serving config level, reduces the chances of similar content appearing in a recommendation panel, possibly at the cost of removing some good recommendations.\u003c/p\u003e\n"],["\u003cp\u003eRule-based diversity, which relies on content categories, offers levels from 'None' to 'High' and 'Auto', determining the maximum number of items per category in recommendations.\u003c/p\u003e\n"],["\u003cp\u003eData-driven diversity, which learns from content metadata, uses semantic similarity to balance relevance and diversity in recommendations, with levels from 'None' to 'High' and 'Auto' that determine the maximum similar items.\u003c/p\u003e\n"],["\u003cp\u003eYou can enable and modify the diversification settings by navigating to the "Serving" section under the "Configurations" tab of your app within the Google Cloud Console's Agent Builder.\u003c/p\u003e\n"]]],[],null,["# Diversify media recommendations\n\nIf you want to ensure that media recommendations results returned from a single\nrecommendation request are more diversified rather than looking similar, you can\nturn on diversification. This feature is available only for media\nrecommendations, not custom search and recommendations.\n\nGenerally, diversification reduces the likelihood that similar content is\nshown in a recommendation panel, at the risk of removing some good\nrecommendations.\n\nDiversification is set on the serving config level. You can have multiple\nserving configs per media recommendations app, each with a different\ndiversification setting. For more about serving configs, see\n[Create and manage media serving configs](/generative-ai-app-builder/docs/serving-configs).\n\nTwo types of diversification are available: rule-based diversity and data-driven\ndiversity.\n\nRule-based diversity\n--------------------\n\nRule-based diversity relies on the categories that are uploaded with your\ncontent. Use rule-based diversity to recommend content from a variety of\ncategories. Diversification is configured by level, with higher levels of\ndiversification causing fewer items to be displayed per category. This\ndiversification type works best if your content has high-quality categories.\n\nIn general, setting rule-based diversity and using filter recommendations is not\nadvised. For more information, see [Filters and diversification\nsettings](/generative-ai-app-builder/docs/filter-recommendations#filter-diversification-media).\n\nData-driven diversity\n---------------------\n\nUse data-driven diversity to produce recommendation results that balance\nrelevance and diversity. Data-driven diversity learns from content metadata such\nas titles or categories. Instead of relying on words from a title or category,\ndata-driven diversity uses semantic similarity to produce better-performing\ndiversification.\n\nDiversify recommendations\n-------------------------\n\nTo diversify your media recommendations:\n\n1. In the Google Cloud console, go to the **AI Applications** page.\n\n [AI Applications](https://console.cloud.google.com/gen-app-builder/start)\n2. Click the name of the app that you want to configure recommendations for.\n\n3. Go to the **Configurations** \\\u003e **Serving** tab.\n\n4. If you have more than one serving config, select the serving config that you\n plan to set diversification for.\n\n5. In the **Result diversification** section, choose how to diversify your\n recommendations in the **Diversification type** field.\n\n6. Turn on the **Enable diversification level** toggle to see the\n available diversification levels.\n\n7. Select a diversification level for your recommendations.\n\n8. Click **Save and publish**."]]
