Course curriculum

  • 1

    Introduction

    • Course and Instructor Introduction
    • AI Sciences Introduction
    • Course Description
  • 2

    Fundamentals of Chatbots for Deep Learning

    • Module Introduction
    • Conventional vs AI Chatbots
    • Geneative vs Retrievel Chatbots
    • Benifits of Deep Learning Chatbots
    • Chatbots in Medical Domain
    • Chatbots in Business
    • Chatbots in E-Commerce
  • 3

    Deep Learning Based Chatbot Architecture and Develpment

    • Module Introduction
    • Deep Learning Architecture
    • Encoder Decoder
    • Steps Involved
    • Project Overview and Packages
    • Importing Libraries
    • Data Prepration
    • Develop Vocabulary
    • Max Story and Question Length
    • Tokenizer
    • Separation and Sequence
    • Vectorize Stories
    • Vectorizing Train and Test Data
    • Encoding
    • Answer and Response
    • Model Completion
    • Predictions