- 對機器學習概念和術語的基本理解
- 熟悉數據分析或處理數據集
- 對某種程式語言（例如Python）有一些接觸會有所幫助，但不是必需的
目標受眾
- Business分析師和數據專業人士
- 對AI採用感興趣的決策者
- 探索機器學習在業務中應用的IT專業人士
Machine Learning 是一個強大的AI驅動工具，用於增強業務決策、自動化流程並生成數據驅動的洞察。
這是一個由講師指導的培訓（線上或線下），針對中級業務和技術專業人員，他們希望通過實際案例研究和實踐工具應用機器學習技術來解決現實世界的業務挑戰。
在本培訓結束時，參與者將能夠：
- 了解機器學習如何融入現代AI系統和業務策略。
- 識別適合不同業務問題的機器學習方法。
- 為機器學習任務預處理和轉換業務數據。
- 應用核心機器學習技術，如分類、回歸、聚類和時間序列預測。
- 在業務決策的背景下解釋和評估機器學習模型。
- 通過案例研究獲得實踐經驗，並將所學技術應用於實際場景。
課程形式
- 互動式講座和討論。
- 大量練習和實踐。
- 在實時實驗室環境中進行實踐操作。
課程定制選項
- 如需為本課程定制培訓，請聯繫我們安排。
Business 中的 Machine Learning 簡介
- 機器學習作為人工智慧的核心組成部分
- 機器學習的類型：監督式、非監督式、強化學習、半監督式
- 商業應用中常見的機器學習算法
- 機器學習在人工智慧中的挑戰、風險與潛在用途
- 過擬合與偏差-方差權衡
Machine Learning 技術與工作流程
- Machine Learning 生命週期：從問題到部署
- 分類、回歸、聚類、異常檢測
- 何時使用監督式與非監督式學習
- 理解強化學習在業務自動化中的應用
- 機器學習驅動決策的考量
數據預處理與特徵工程
- 數據準備：加載、清理、轉換
- 特徵工程：編碼、轉換、創建
- 特徵縮放：標準化、歸一化
- 降維：主成分分析、變量選擇
- 探索性數據分析與商業數據可視化
Business 應用案例研究
- 使用線性回歸進行高級特徵工程以提升預測效果
- 時間序列分析與銷售量月度預測：季節調整、回歸、指數平滑、ARIMA、神經網絡
- 使用聚類與自組織映射進行細分分析
- 市場籃子分析與關聯規則挖掘以獲取零售洞察
- 使用邏輯回歸、決策樹、XGBoost、SVM 進行客戶違約分類
總結與下一步
United Arab Emirates - Machine Learning for Business and AI Systems
Qatar - Machine Learning for Business and AI Systems
Egypt - Machine Learning for Business and AI Systems
Saudi Arabia - Machine Learning for Business and AI Systems
South Africa - Machine Learning for Business and AI Systems
Brasil - Machine Learning for Business and AI Systems
Canada - Machine Learning for Business and AI Systems
中国 - Machine Learning for Business and AI Systems
香港 - Machine Learning for Business and AI Systems
澳門 - Machine Learning for Business and AI Systems
台灣 - Machine Learning in business – AI/Robotics
USA - Machine Learning for Business and AI Systems
Österreich - Machine Learning for Business and AI Systems
Schweiz - Machine Learning for Business and AI Systems
Deutschland - Machine Learning for Business and AI Systems
Czech Republic - Machine Learning for Business and AI Systems
Denmark - Machine Learning for Business and AI Systems
Estonia - Machine Learning for Business and AI Systems
Finland - Machine Learning for Business and AI Systems
Greece - Machine Learning for Business and AI Systems
Magyarország - Machine Learning for Business and AI Systems
Ireland - Machine Learning for Business and AI Systems
Luxembourg - Machine Learning for Business and AI Systems
Latvia - Machine Learning for Business and AI Systems
España - Aprendizaje automático en los negocios - AI / Robótica
Italia - Machine Learning for Business and AI Systems
Lithuania - Machine Learning for Business and AI Systems
Nederland - Machine Learning for Business and AI Systems
Norway - Machine Learning for Business and AI Systems
Portugal - Machine Learning for Business and AI Systems
România - Machine Learning for Business and AI Systems
Sverige - Machine Learning for Business and AI Systems
Türkiye - Machine Learning for Business and AI Systems
Malta - Machine Learning for Business and AI Systems
Belgique - Machine Learning for Business and AI Systems
France - Machine Learning for Business and AI Systems
日本 - Machine Learning for Business and AI Systems
Australia - Machine Learning for Business and AI Systems
Malaysia - Machine Learning for Business and AI Systems
New Zealand - Machine Learning for Business and AI Systems
Philippines - Machine Learning for Business and AI Systems
Singapore - Machine Learning for Business and AI Systems
Thailand - Machine Learning for Business and AI Systems
Vietnam - Machine Learning for Business and AI Systems
India - Machine Learning for Business and AI Systems
Argentina - Aprendizaje automático en los negocios - AI / Robótica
Chile - Aprendizaje automático en los negocios - AI / Robótica
Costa Rica - Aprendizaje automático en los negocios - AI / Robótica
Ecuador - Aprendizaje automático en los negocios - AI / Robótica
Guatemala - Aprendizaje automático en los negocios - AI / Robótica
Colombia - Aprendizaje automático en los negocios - AI / Robótica
México - Aprendizaje automático en los negocios - AI / Robótica
Panama - Aprendizaje automático en los negocios - AI / Robótica
Peru - Aprendizaje automático en los negocios - AI / Robótica
Uruguay - Aprendizaje automático en los negocios - AI / Robótica
Venezuela - Aprendizaje automático en los negocios - AI / Robótica
Polska - Machine Learning for Business and AI Systems
United Kingdom - Machine Learning for Business and AI Systems
South Korea - Machine Learning for Business and AI Systems
Pakistan - Machine Learning for Business and AI Systems
Sri Lanka - Machine Learning for Business and AI Systems
Bulgaria - Machine Learning for Business and AI Systems
Bolivia - Aprendizaje automático en los negocios - AI / Robótica
Indonesia - Machine Learning for Business and AI Systems
Kazakhstan - Machine Learning for Business and AI Systems
Moldova - Machine Learning for Business and AI Systems
Morocco - Machine Learning for Business and AI Systems
Tunisia - Machine Learning for Business and AI Systems
Kuwait - Machine Learning for Business and AI Systems
Oman - Machine Learning for Business and AI Systems
Slovakia - Machine Learning for Business and AI Systems
Kenya - Machine Learning for Business and AI Systems
Nigeria - Machine Learning for Business and AI Systems
Botswana - Machine Learning for Business and AI Systems
Slovenia - Machine Learning for Business and AI Systems
Croatia - Machine Learning for Business and AI Systems
Serbia - Machine Learning for Business and AI Systems
Bhutan - Machine Learning for Business and AI Systems