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2026-07-01

Duke AI PM 學習筆記 (三)：從建模流程到演算法選型，構建 AI 產品的技術底座

📚Coursera: https://www.coursera.org/specializations/ai-product-management-duke

Artificial IntelligenceMachine LearningProduct ManagementFederated LearningDeep Learning
2026-06-26

訓練模型只是開始：完整解析 Machine Learning Lifecycle

從資料收集、模型訓練到部署、監控與持續再訓練，深入理解 AI Production ML 系統的完整生命週期。

Machine LearningMlopsArtificial IntelligenceAi Product ManagementProduct Management
2026-06-16

What Is Agentic RAG? How Next-Generation AI Evolves from Q&A to Task Execution

In 2025, enterprise AI has evolved beyond simple Q&A. Companies no longer want AI that just answers questions — they want AI that can…

Agentic RagAI AgentRagsProduct ManagementKnowledge Management
2026-06-15

How Spotify Made Data Discovery a Great Product (PM Perspective)

In data-driven companies, we often assume the biggest challenge is lacking data.

Product ManagementData DiscoveryKnowledge ManagementAI AgentAgentic Rag
2026-06-14

Spotify Lexikon 案例：從產品管理視角拆解 Data Discovery 的設計思維

在資料驅動的公司裡，我們常常以為最大的挑戰是「沒有資料」。 但對 Spotify 來說，真正的痛點卻是：資料很多，卻找不到、也用不好。

AI AgentRagsProduct ManagementData DiscoveryKnowledge Management
2026-06-10

Duke AI PM 學習筆記 (二)：從成效衡量到醫療案例，如何定義 AI 產品的成功指標

釐清結果指標與輸出指標，透過 F1-Score、AUROC 與召回率精準評估分類任務成效

Machine LearningAIProduct ManagementAi Product ManagementModel Evaluation
2026-02-06

Duke AI PM 學習筆記 (一)：從神經網路到架構選型，AI 產品經理的深度學習指南

理解反向傳播與損失函數，善用混淆矩陣應對數據不平衡、過擬合與欠擬合挑戰

Artificial IntelligenceAi Product ManagementProduct ManagementMachine LearningDeep Learning
2023-11-05

十大易用性原則 10 Usability Heuristics

10 Usability Heuristics You Need to Know x ㄧ枝莉莉

Usability Heuristics10 Usability HeuristicsUser ExperienceProduct DesignProduct Experience
2021-10-18

透過SharedPreferences管理全部頁面的字體大小

Style Theme

AndroidAndroid App DevelopmentSharedpreferencesApp DevelopmentAndroidDev
2021-03-09

Regression Testing 回歸測試是什麼?

簡單介紹回歸測試 Regression Testing 應用在何時？為什麼重要？

Regression TestingSoftware TestingTestTestingIntroduction
2021-03-09

How to run GitLab CI Runner in Docker container?

如何使用 Docker 架設 GitLab CI Runner 跑自動化部署?

DockerGitlabGitlab CiGitlab Ci DockerGitlab Runner
2021-03-08

為什麼Clubhouse爆紅？從3個觀察來看Clubhouse聲音社交平台

Clubhouse聲音社交平台為什麼爆紅的3個觀察 Why Clubhouse is suddenly so popular ? 3 observations of Clubhouse

ClubhouseClubhouse AppProduct AnalyticsTrendingObservation
2019-10-20

旅行/府城遊

3天2夜，以機車代步，深度探訪府城的不同風采

TainanTravelSunsetTaiwan
2019-09-05

SQLZOO Notes III - SELECT from Nobel Tutorial

讓我們繼續練習吧~有關諾貝爾獎得獎者表格的SQL查詢。

ScienceSqlSqlzooNotesNotebook
2019-09-02

SQLZOO Notes II - SELECT from WORLD Tutorial

此章接續 SELECT basics I。相比前章節，題目更靈活。

SqlSqlzooScienceNotesNotebook
2019-08-26

SQLZOO I - SELECT basics

SQLZOO是個在線學習 SQL的網站，有提供中文版。內文主要為解答整理/學習歷程。

SqlSqlzooScienceNotesNotebook