Course Code: dlnlu
Duration: 21 hours
Prerequisites:
  • 自然語言處理 （NLP） 的高級知識
  • 深度學習框架使用經驗
  • 熟悉神經網路架構

觀眾

  • 數據科學家
  • AI 研究人員
  • 機器學習工程師
Overview:

本課程重點介紹專為 Natural Language Understanding (NLU) 量身定製的高級深度學習架構，探索 NLU 與傳統 NLP 模型有何不同。參與者將獲得構建用於語義理解的深度學習模型的實踐經驗，並探索語言理解的未來趨勢。

這種由講師指導的現場培訓（在線或現場）面向希望專注於 NLU 尖端深度學習技術的高級專業人士。

在本次培訓結束時，參與者將能夠：

  • 瞭解 NLU 和 NLP 模型之間的主要區別。
  • 將高級深度學習技術應用於 NLU 任務。
  • 探索 Transformer 和 Attention 機制等深層架構。
  • 利用 NLU 的未來趨勢來構建複雜的 AI 系統。

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。
Course Outline:

NLU 的 Deep Learning 簡介

  • NLU 與 NLP 概述
  • 自然語言處理中的深度學習
  • 特定於 NLU 模型的挑戰

適用於 NLU 的深度架構

  • 變壓器和注意力機制
  • 用於語義解析的遞迴神經網路 （RNN）
  • 預訓練模型及其在 NLU 中的作用

語義理解和 Deep Learning

  • 構建用於語義分析的模型
  • NLU 的上下文嵌入
  • 語義相似性和蘊涵任務

NLU 中的高級技術

  • 用於理解上下文的序列到序列模型
  • 用於意圖識別的深度學習
  • NLU 中的遷移學習

評估深度 NLU 模型

  • 用於評估 NLU 性能的指標
  • 處理深度 NLU 模型中的偏差和錯誤
  • 提高 NLU 系統的可解釋性

ScalaNLU 系統的可用性和優化

  • 為大規模 NLU 任務優化模型
  • 高效利用計算資源
  • 模型壓縮和量化

NLU 的 Deep Learning 中的未來趨勢

  • 轉換器和語言模型的創新
  • 探索多模態 NLU
  • 超越 NLP：上下文和語義驅動的 AI

總結和後續步驟

Sites Published:

United Arab Emirates - Deep Learning for NLU: Beyond NLP Models

Qatar - Deep Learning for NLU: Beyond NLP Models

Egypt - Deep Learning for NLU: Beyond NLP Models

Saudi Arabia - Deep Learning for NLU: Beyond NLP Models

South Africa - Deep Learning for NLU: Beyond NLP Models

Brasil - Deep Learning for NLU: Beyond NLP Models

Canada - Deep Learning for NLU: Beyond NLP Models

中国 - Deep Learning for NLU: Beyond NLP Models

香港 - Deep Learning for NLU: Beyond NLP Models

澳門 - Deep Learning for NLU: Beyond NLP Models

台灣 - Deep Learning for NLU: Beyond NLP Models

USA - Deep Learning for NLU: Beyond NLP Models

Österreich - Deep Learning for NLU: Beyond NLP Models

Schweiz - Deep Learning for NLU: Beyond NLP Models

Deutschland - Deep Learning for NLU: Beyond NLP Models

Czech Republic - Deep Learning for NLU: Beyond NLP Models

Denmark - Deep Learning for NLU: Beyond NLP Models

Estonia - Deep Learning for NLU: Beyond NLP Models

Finland - Deep Learning for NLU: Beyond NLP Models

Greece - Deep Learning for NLU: Beyond NLP Models

Magyarország - Deep Learning for NLU: Beyond NLP Models

Ireland - Deep Learning for NLU: Beyond NLP Models

Luxembourg - Deep Learning for NLU: Beyond NLP Models

Latvia - Deep Learning for NLU: Beyond NLP Models

España - Deep Learning for NLU: Beyond NLP Models

Italia - Deep Learning for NLU: Beyond NLP Models

Lithuania - Deep Learning for NLU: Beyond NLP Models

Nederland - Deep Learning for NLU: Beyond NLP Models

Norway - Deep Learning for NLU: Beyond NLP Models

Portugal - Deep Learning for NLU: Beyond NLP Models

România - Deep Learning for NLU: Beyond NLP Models

Sverige - Deep Learning for NLU: Beyond NLP Models

Türkiye - Deep Learning for NLU: Beyond NLP Models

Malta - Deep Learning for NLU: Beyond NLP Models

Belgique - Deep Learning for NLU: Beyond NLP Models

France - Deep Learning for NLU: Beyond NLP Models

日本 - Deep Learning for NLU: Beyond NLP Models

Australia - Deep Learning for NLU: Beyond NLP Models

Malaysia - Deep Learning for NLU: Beyond NLP Models

New Zealand - Deep Learning for NLU: Beyond NLP Models

Philippines - Deep Learning for NLU: Beyond NLP Models

Singapore - Deep Learning for NLU: Beyond NLP Models

Thailand - Deep Learning for NLU: Beyond NLP Models

Vietnam - Deep Learning for NLU: Beyond NLP Models

India - Deep Learning for NLU: Beyond NLP Models

Argentina - Deep Learning for NLU: Beyond NLP Models

Chile - Deep Learning for NLU: Beyond NLP Models

Costa Rica - Deep Learning for NLU: Beyond NLP Models

Ecuador - Deep Learning for NLU: Beyond NLP Models

Guatemala - Deep Learning for NLU: Beyond NLP Models

Colombia - Deep Learning for NLU: Beyond NLP Models

México - Deep Learning for NLU: Beyond NLP Models

Panama - Deep Learning for NLU: Beyond NLP Models

Peru - Deep Learning for NLU: Beyond NLP Models

Uruguay - Deep Learning for NLU: Beyond NLP Models

Venezuela - Deep Learning for NLU: Beyond NLP Models

Polska - Deep Learning for NLU: Beyond NLP Models

United Kingdom - Deep Learning for NLU: Beyond NLP Models

South Korea - Deep Learning for NLU: Beyond NLP Models

Pakistan - Deep Learning for NLU: Beyond NLP Models

Sri Lanka - Deep Learning for NLU: Beyond NLP Models

Bulgaria - Deep Learning for NLU: Beyond NLP Models

Bolivia - Deep Learning for NLU: Beyond NLP Models

Indonesia - Deep Learning for NLU: Beyond NLP Models

Kazakhstan - Deep Learning for NLU: Beyond NLP Models

Moldova - Deep Learning for NLU: Beyond NLP Models

Morocco - Deep Learning for NLU: Beyond NLP Models

Tunisia - Deep Learning for NLU: Beyond NLP Models

Kuwait - Deep Learning for NLU: Beyond NLP Models

Oman - Deep Learning for NLU: Beyond NLP Models

Slovakia - Deep Learning for NLU: Beyond NLP Models

Kenya - Deep Learning for NLU: Beyond NLP Models

Nigeria - Deep Learning for NLU: Beyond NLP Models

Botswana - Deep Learning for NLU: Beyond NLP Models

Slovenia - Deep Learning for NLU: Beyond NLP Models

Croatia - Deep Learning for NLU: Beyond NLP Models

Serbia - Deep Learning for NLU: Beyond NLP Models

Bhutan - Deep Learning for NLU: Beyond NLP Models

Nepal - Deep Learning for NLU: Beyond NLP Models

Uzbekistan - Deep Learning for NLU: Beyond NLP Models