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chatbot's Introduction

Chatbot

University Course Recommender System - Chatbot

Team member

Liew Zi Feng, Yong Yung Jun

Packages used in project

  • nltk
  • json
  • pickle
  • numpy
  • random
  • re
  • tkinter
  • enum
  • sys
  • cv2
  • word2number
  • pandas
  • sklearn.naive_bayes (GaussianNB)
  • keras

Files

  • chat_bg.png (Background picture)
  • dataset2.json (JSON type Dataset)
  • nbDatesets.csv (CSV type GaussinNB Dataset)
  • Chatbot.ipynb (Chatbot notebook)
  • chatbot_model.h5 (Trained saved model)
  • dictionary.pkl (Store all the unique lemmatized words)
  • pattern_classes.pkl (Stores all the different tags/classes)

Algorithms

  • Sequential (Get highest probability predicted bot responses)
  • Gaussian Naive Bayes (Predict suitable course from 18 questions answered by user)

Optimizer for Sequential Model

  • Stochastic gradient descent (An iterative method for optimizing an objective function with suitable smoothness properties)

GUI

  • the chatbot GUI is created by using Tkinter and cv2

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