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| Component | What it does | Tech notes | |-----------|--------------|------------| | | Collects explicit signals (likes, watch‑time, search terms) and implicit signals (scroll depth, playback speed) to build a lightweight user profile. | Store in a NoSQL document store (e.g., MongoDB) keyed by a user‑id or cookie. | | Content‑embedding model | Generates a vector representation of each video (title, description, tags, transcript) using a pretrained language model (e.g., multilingual BERT). | Pre‑compute embeddings nightly; store in a vector DB (e.g., Pinecone, Milvus). | | Similarity‑based ranking | For a given user, compute cosine similarity between the user profile vector and video embeddings, then rank. | Use an approximate nearest‑neighbor (ANN) index for speed. | | Real‑time feedback loop | When a user watches a video to >70 % or clicks “thumbs‑up”, boost that video’s weight in the profile. | Update the profile in‑memory (Redis) and persist every few minutes. | This includes being aware of copyright laws, respecting
| Capability | Description | |------------|-------------| | | Index titles, descriptions, tags, and transcript snippets with Elasticsearch/OpenSearch. | | Faceted filters | Filter by genre, release year, duration, age‑rating, language, and “HD/SD”. | | Auto‑suggest | As the user types, show top‑5 suggestions (titles, actors, keywords). | | Safe‑search toggle | A switch that hides any content flagged as “explicit” for users who prefer a cleaner feed. |
By following these recommendations, users can enjoy online entertainment while minimizing potential risks.