- 了解機器學習基礎知識
- Python 個程式設計經驗
- 熟悉預訓練模型及其應用
觀眾
- 數據科學家
- 機器學習工程師
- AI 研究人員
微調模型和 LLM 是使預先訓練的機器學習模型適應特定任務和數據集的關鍵過程。本課程探討了微調的技術、工具和最佳實踐，重點介紹實現高性能的實際實施和優化策略。
這種由講師指導的實時培訓（在線或現場）面向希望為特定任務和數據集自定義預訓練模型的中高級專業人員。
在本次培訓結束時，參與者將能夠：
- 瞭解微調的原理及其應用。
- 準備數據集以微調預訓練模型。
- 為 NLP 任務微調大型語言模型 （LLM）。
- 優化模型性能並解決常見挑戰。
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。
微調簡介
- 什麼是微調？
- 微調的使用案例和優勢
- 預訓練模型和遷移學習概述
準備微調
- 收集和清理數據集
- 瞭解特定於任務的數據要求
- 探索性數據分析和預處理
微調技術
- 遷移學習和特徵提取
- 帶 Hugging Face 的微調變壓器
- 針對監督任務與無監督任務進行微調
微調 Large Language Models (LLMs)
- 使 LLM 適應 NLP 任務（例如，文字分類、摘要）
- 使用自訂數據集訓練 LLM
- 使用提示工程控制 LLM 行為
優化和評估
- 超參數優化
- 評估模型性能
- 解決過擬合和欠擬合
擴展微調工作
- 在分散式系統上進行微調
- 利用基於雲端解決方案實現可擴充性
- 案例研究：大規模微調專案
最佳實踐和挑戰
- 微調成功的最佳實踐
- 常見挑戰和故障排除
- 微調 AI 模型的道德注意事項
進階主題（選擇）
- 微調多模態模型
- 零樣本和少數樣本學習
- 探索LoRA （Low-Rank Adaptation） 技術
總結和後續步驟
United Arab Emirates - Fine-Tuning Models and Large Language Models (LLMs)
Qatar - Fine-Tuning Models and Large Language Models (LLMs)
Egypt - Fine-Tuning Models and Large Language Models (LLMs)
Saudi Arabia - Fine-Tuning Models and Large Language Models (LLMs)
South Africa - Fine-Tuning Models and Large Language Models (LLMs)
Brasil - Fine-Tuning Models and Large Language Models (LLMs)
Canada - Fine-Tuning Models and Large Language Models (LLMs)
中国 - Fine-Tuning Models and Large Language Models (LLMs)
香港 - Fine-Tuning Models and Large Language Models (LLMs)
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USA - Fine-Tuning Models and Large Language Models (LLMs)
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Czech Republic - Fine-Tuning Models and Large Language Models (LLMs)
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Finland - Fine-Tuning Models and Large Language Models (LLMs)
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Lithuania - Fine-Tuning Models and Large Language Models (LLMs)
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Norway - Fine-Tuning Models and Large Language Models (LLMs)
Portugal - Fine-Tuning Models and Large Language Models (LLMs)
România - Fine-Tuning Models and Large Language Models (LLMs)
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Belgique - Fine-Tuning Models and Large Language Models (LLMs)
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日本 - Fine-Tuning Models and Large Language Models (LLMs)
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Philippines - Fine-Tuning Models and Large Language Models (LLMs)
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Vietnam - Fine-Tuning Models and Large Language Models (LLMs)
India - Fine-Tuning Models and Large Language Models (LLMs)
Argentina - Fine-Tuning Models and Large Language Models (LLMs)
Chile - Fine-Tuning Models and Large Language Models (LLMs)
Costa Rica - Fine-Tuning Models and Large Language Models (LLMs)
Ecuador - Fine-Tuning Models and Large Language Models (LLMs)
Guatemala - Fine-Tuning Models and Large Language Models (LLMs)
Colombia - Fine-Tuning Models and Large Language Models (LLMs)
México - Fine-Tuning Models and Large Language Models (LLMs)
Panama - Fine-Tuning Models and Large Language Models (LLMs)
Peru - Fine-Tuning Models and Large Language Models (LLMs)
Uruguay - Fine-Tuning Models and Large Language Models (LLMs)
Venezuela - Fine-Tuning Models and Large Language Models (LLMs)
Polska - Fine-Tuning Models and Large Language Models (LLMs)
United Kingdom - Fine-Tuning Models and Large Language Models (LLMs)
South Korea - Fine-Tuning Models and Large Language Models (LLMs)
Pakistan - Fine-Tuning Models and Large Language Models (LLMs)
Sri Lanka - Fine-Tuning Models and Large Language Models (LLMs)
Bulgaria - Fine-Tuning Models and Large Language Models (LLMs)
Bolivia - Fine-Tuning Models and Large Language Models (LLMs)
Indonesia - Fine-Tuning Models and Large Language Models (LLMs)
Kazakhstan - Fine-Tuning Models and Large Language Models (LLMs)
Moldova - Fine-Tuning Models and Large Language Models (LLMs)
Morocco - Fine-Tuning Models and Large Language Models (LLMs)
Tunisia - Fine-Tuning Models and Large Language Models (LLMs)
Kuwait - Fine-Tuning Models and Large Language Models (LLMs)
Oman - Fine-Tuning Models and Large Language Models (LLMs)
Slovakia - Fine-Tuning Models and Large Language Models (LLMs)
Kenya - Fine-Tuning Models and Large Language Models (LLMs)
Nigeria - Fine-Tuning Models and Large Language Models (LLMs)
Botswana - Fine-Tuning Models and Large Language Models (LLMs)
Slovenia - Fine-Tuning Models and Large Language Models (LLMs)
Croatia - Fine-Tuning Models and Large Language Models (LLMs)
Serbia - Fine-Tuning Models and Large Language Models (LLMs)
Bhutan - Fine-Tuning Models and Large Language Models (LLMs)
Nepal - Fine-Tuning Models and Large Language Models (LLMs)
Uzbekistan - Fine-Tuning Models and Large Language Models (LLMs)