Course Code: chatbotpython
Duration: 21 hours
Prerequisites:
  • Python 程式設計經驗
Overview:

聊天機器人是一種通過聊天界面自動模擬人類回應的電腦程式。聊天機器人幫助組織通過提供更簡單和快速的用戶互動選項來最大化其運營效率。

在這個以講師為主導的現場培訓中,參與者將學習如何在Python構建聊天機器人。

在培訓結束時,參與者將能夠:

  • 了解構建聊天機器人的基礎知識
  • 使用Python構建、測試、部署和排除各種聊天機器人的故障

聽眾

  • 開發人員

課程形式

  • 部分講授、部分討論、練習和大量的實際操作

注意

  • 如需為此課程定制培訓,請聯繫我們安排。
Course Outline:

聊天機器人簡介

對話式軟體概述

構建您的第一個基本聊天機器人

  • 設置您的聊天機器人以接收文本並回應用戶
  • 添加基本的Element個性元素
  • 教導您的聊天機器人回答基本問題
  • 為您的聊天機器人添加多樣化的回應
  • 讓您的聊天機器人提出問題
  • 構建基於規則的系統以解析文本

使用Machine Learning將自然語言轉換為聊天機器人的結構化數據

  • SpaCy、Scikit-learn 和 Rasa NLU 概述
  • 安裝和配置 SpaCy、Scikit-learn 和 Rasa NLU
  • 意圖和實體及其分類
  • 自然語言處理基礎理論複習
  • 使用 ATIS 數據集從真實句子中構建模型

構建您的虛擬助手聊天機器人

  • 虛擬助手概述
  • 在Python中使用SQL
  • 教導您的聊天機器人從DatabaseAccess數據
  • 從參數中編寫查詢
  • 從自然語言構建Database
  • 在您的聊天機器人上實現自定義虛擬助手功能
    • 通過DatabaseAccess回答特定查詢
    • 精煉搜索、執行基本否定和過濾數據

使您的聊天機器人有狀態:跟蹤交互狀態以獲得更好的聊天機器人對話

  • 執行基本操作
  • 提出上下文問題並排隊回答
  • 處理拒絕

測試和部署您的聊天機器人

故障排除

總結和結論

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