- 程式設計基礎知識
- 熟悉 Python 語法
- 渴望瞭解 AI 技術
觀眾
- AI 初學者
- 程式設計器
- 探索聊天機器人和 AI 代理的愛好者
AI 代理是現代人工智慧中的重要工具,可在各種應用程式中實現自動化和交互。構建聊天機器人是進入 AI 代理世界的一個令人興奮的切入點。本課程提供有關使用自然語言處理工具設計、構建和部署您的第一個聊天機器人的分步指導。
這種由講師指導的現場培訓(在線或現場)面向希望瞭解 AI 代理工作原理並構建自己的互動式聊天機器人系統的初級專業人士。
在本次培訓結束時,參與者將能夠:
- 瞭解 AI 代理及其應用程式的基礎知識。
- 探索自然語言處理 (NLP) 的原理。
- 為聊天機器人設計對話流。
- 使用 Python 和相關工具開發功能性聊天機器人。
- 部署聊天機器人以與真實使用者交互。
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。
AI 代理和聊天機器人簡介
- 什麼是 AI 代理?
- 聊天機器人的類型:基於規則與 AI 驅動
- 聊天機器人在各行業的應用
基礎知識 Natural Language Processing (NLP)
- NLP 概述及其在聊天機器人中的作用
- 分詞、詞幹提取和詞形還原
- 瞭解意向和實體
規劃您的聊天機器人
- 定義聊天機器人的用途和範圍
- 設計聊天流
- 為聊天機器人響應創建訓練數據集
開發您的第一個聊天機器人
- 設置開發環境
- 使用 Python 和 Flask 構建一個簡單的聊天機器人
- 為對話實現基本的 NLP 功能
提高聊天機器人的性能
- 添加回退和錯誤處理機制
- 使用外部 API 增強回應
- 測試和調試您的聊天機器人
部署您的聊天機器人
- 在本地伺服器上託管您的聊天機器人
- 將聊天機器人與消息傳遞平臺集成
- 確保可擴充性和性能
道德考慮和最佳實踐
- 確保用戶數據隱私和安全
- 設計包容且公正的聊天機器人
- 保持 AI 交互的透明度
探索高級聊天機器人功能
- 使用機器學習改進對話
- 整合情緒分析
- Rasa 等高級框架概述
總結和後續步驟
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