AI 与机器学习系统设计
RAG document Q&A / "chat with your docs" (retrieval + grounded generation)
原题LLM-powered customer-support chatbot (with guardrails, fallback to human)
原题Agentic workflow / AI assistant (planning, tool use, memory)
原题Enterprise / semantic search with LLM answers (retrieval + synthesis + citations)
原题Code assistant / coding agent (RAG over repo + tool use + verification)
原题Content generation / summarization at scale (batch + safety filtering)
原题LLM-based recommendation / personalization (LLM as ranker or feature generator)
原题Video/Movie recommendation(Netflix, Youtube)
原题Friends / follower recommendation(Facebook, Twitter, LinkedIn)
原题Event recommendation system (Eventbrite)
原题Game recommendation
原题Replacement product recommendation (Instacart)
原题Rental recommendation (Airbnb)
原题Place recommendation
原题Document search
原题Text query search (full text, semantic),
原题Image/Video search,
原题Multimodal search (MM Query)
原题Newsfeed system (ranking)
原题Ads serving system (retrieval, ranking)
原题Ads click prediction (ranking)
原题Named entity linking system (NLP tagging, reasoning)
原题Autocompletion / typeahead suggestion system
原题Sentiment analysis system
原题Language identification system
原题原题未明确语言识别的输入是文本还是音频。
Chatbot system
原题Question answering system
原题原题未说明问答系统的知识来源、答案类型或技术方案。
Image blurring system
原题原题未说明全图或局部模糊、区域选择规则及业务用途。
OCR/Text recognition system
原题Self-driving car
原题Pedestrian jaywalking detection
原题原题未给出道路边界、信号信息或违规判定口径。
Ride matching system
原题Proximity service / Yelp
原题Food delivery time approximation
原题Harmful content / Spam detection system
原题Multimodal harmful content detection
原题Fraud detection system
原题Healthcare diagnosis system
原题what if we only have a query and personal (item, provider) history?
原题此追问位于游戏推荐的 Other Extensions；personal (item, provider) history 的字段语义未展开，后文 query-aware attention 的说明在 computes 处截断。
what if we only have a query and personal (item, provider) history?
原题此追问位于视频推荐的 Other Extensions；personal (item, provider) history 的字段语义未展开，后文说明不完整。
暂无题目