- 對機器學習概念的基本理解
- 熟悉神經網路和深度學習
- Python 個程式設計經驗
觀眾
- 數據科學家
- 機器學習愛好者
- 探索模型適應技術的 AI 專業人士
遷移學習是一種機器學習技術，其中為特定任務開發的模型被重新用作第二個任務的模型的起點。本課程介紹了遷移學習的基本概念、方法和應用，使參與者能夠有效地使預訓練模型適應其獨特任務。
這種由講師指導的現場培訓（在線或現場）面向希望瞭解和應用遷移學習技術來提高 AI 專案效率和性能的初級到中級機器學習專業人員。
在本次培訓結束時，參與者將能夠：
- 瞭解遷移學習的核心概念和優勢。
- 探索流行的預訓練模型及其應用程式。
- 為自定義任務執行預訓練模型的微調。
- 應用遷移學習來解決 NLP 和電腦視覺中的實際問題。
課程形式
- 互動講座和討論。
- 大量的練習和練習。
- 在即時實驗室環境中動手實施。
課程自定義選項
- 要申請本課程的定製培訓，請聯繫我們進行安排。
Introduction to Transfer Learning
- 什麼是遷移學習？
- 主要優點和限制
- 遷移學習與傳統機器學習有何不同
了解預訓練模型
- 流行的預訓練模型（例如 ResNet、BERT）概述
- 模型架構及其主要功能
- 預訓練模型跨領域的應用
微調預訓練模型
- 了解特徵提取與微調
- 有效微調的技術
- 在微調過程中避免過擬合
遷移學習 Natural Language Processing (NLP)
- 為自定義 NLP 任務調整語言模型
- 使用 Hugging Face Transformer 進行 NLP
- 案例研究：使用遷移學習進行情感分析
遷移學習 Computer Vision
- 調整預先訓練的視覺模型
- 使用遷移學習進行物件檢測和分類
- 案例研究：使用遷移學習進行圖像分類
動手練習
- 載入和使用預訓練模型
- 針對特定任務微調預訓練模型
- 評估模型性能並改進結果
遷移學習的實際應用
- 醫療保健、金融和零售領域的應用
- 成功案例和案例研究
- 遷移學習的未來趨勢和挑戰
總結和後續步驟
United Arab Emirates - Introduction to Transfer Learning
Qatar - Introduction to Transfer Learning
Egypt - Introduction to Transfer Learning
Saudi Arabia - Introduction to Transfer Learning
South Africa - Introduction to Transfer Learning
Brasil - Introduction to Transfer Learning
Canada - Introduction to Transfer Learning
中国 - Introduction to Transfer Learning
香港 - Introduction to Transfer Learning
澳門 - Introduction to Transfer Learning
台灣 - Introduction to Transfer Learning
USA - Introduction to Transfer Learning
Österreich - Introduction to Transfer Learning
Schweiz - Introduction to Transfer Learning
Deutschland - Introduction to Transfer Learning
Czech Republic - Introduction to Transfer Learning
Denmark - Introduction to Transfer Learning
Estonia - Introduction to Transfer Learning
Finland - Introduction to Transfer Learning
Greece - Introduction to Transfer Learning
Magyarország - Introduction to Transfer Learning
Ireland - Introduction to Transfer Learning
Luxembourg - Introduction to Transfer Learning
Latvia - Introduction to Transfer Learning
España - Introduction to Transfer Learning
Italia - Introduction to Transfer Learning
Lithuania - Introduction to Transfer Learning
Nederland - Introduction to Transfer Learning
Norway - Introduction to Transfer Learning
Portugal - Introduction to Transfer Learning
România - Introduction to Transfer Learning
Sverige - Introduction to Transfer Learning
Türkiye - Introduction to Transfer Learning
Malta - Introduction to Transfer Learning
Belgique - Introduction to Transfer Learning
France - Introduction to Transfer Learning
日本 - Introduction to Transfer Learning
Australia - Introduction to Transfer Learning
Malaysia - Introduction to Transfer Learning
New Zealand - Introduction to Transfer Learning
Philippines - Introduction to Transfer Learning
Singapore - Introduction to Transfer Learning
Thailand - Introduction to Transfer Learning
Vietnam - Introduction to Transfer Learning
India - Introduction to Transfer Learning
Argentina - Introduction to Transfer Learning
Chile - Introduction to Transfer Learning
Costa Rica - Introduction to Transfer Learning
Ecuador - Introduction to Transfer Learning
Guatemala - Introduction to Transfer Learning
Colombia - Introduction to Transfer Learning
México - Introduction to Transfer Learning
Panama - Introduction to Transfer Learning
Peru - Introduction to Transfer Learning
Uruguay - Introduction to Transfer Learning
Venezuela - Introduction to Transfer Learning
Polska - Introduction to Transfer Learning
United Kingdom - Introduction to Transfer Learning
South Korea - Introduction to Transfer Learning
Pakistan - Introduction to Transfer Learning
Sri Lanka - Introduction to Transfer Learning
Bulgaria - Introduction to Transfer Learning
Bolivia - Introduction to Transfer Learning
Indonesia - Introduction to Transfer Learning
Kazakhstan - Introduction to Transfer Learning
Moldova - Introduction to Transfer Learning
Morocco - Introduction to Transfer Learning
Tunisia - Introduction to Transfer Learning
Kuwait - Introduction to Transfer Learning
Oman - Introduction to Transfer Learning
Slovakia - Introduction to Transfer Learning
Kenya - Introduction to Transfer Learning
Nigeria - Introduction to Transfer Learning
Botswana - Introduction to Transfer Learning
Slovenia - Introduction to Transfer Learning
Croatia - Introduction to Transfer Learning
Serbia - Introduction to Transfer Learning
Bhutan - Introduction to Transfer Learning