- 對機器學習和深度學習概念有深入的理解
- Python 個程式設計經驗
- 熟悉神經網路和預訓練模型
觀眾
- 機器學習工程師
- AI 研究人員
- 對高級模型適應技術感興趣的數據科學家
遷移學習是深度學習中的一項強大技術，其中預訓練模型經過調整以有效解決新任務。本課程探討了高級遷移學習方法，包括特定領域的適應、持續學習和多任務微調，以充分利用預訓練模型的潛力。
這種講師指導的現場培訓（在線或現場）面向希望掌握尖端遷移學習技術並將其應用於複雜現實問題的高級機器學習專業人員。
在本次培訓結束時，參與者將能夠：
- 瞭解遷移學習中的高級概念和方法。
- 為預先訓練的模型實施特定於域的適應技術。
- 應用持續學習來管理不斷變化的任務和數據集。
- 掌握多任務微調，以提高跨任務的模型性能。
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。
高級遷移學習簡介
- 遷移學習基礎知識回顧
- 高級遷移學習的挑戰
- 最新研究和進展概述
特定領域的適應
- 瞭解域適應和域偏移
- 特定於域的微調技術
- 案例研究：使預訓練模型適應新領域
持續學習
- 終身學習簡介及其挑戰
- 避免災難性遺忘的技術
- 在神經網路中實現持續學習
多任務學習和微調
- 瞭解多任務學習框架
- 多任務微調策略
- 多任務學習的實際應用
遷移學習的高級技術
- 適配器層和輕量級微調
- 用於遷移學習優化的元學習
- 探索跨語言遷移學習
動手實施
- 構建域自適應模型
- 實施持續學習工作流程
- 使用 Hugging Face 個 Transformer 進行多任務微調
實際應用
- NLP 和電腦視覺中的遷移學習
- 調整醫療保健和金融模型
- 解決實際問題的案例研究
遷移學習的未來趨勢
- 新興技術和研究領域
- 擴展遷移學習的機遇和挑戰
- 遷移學習對 AI 創新的影響
總結和後續步驟
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