Get in Touch

Course Outline

Introduction to Chatbots

Overview of Conversational Software

Developing Your First Basic Chatbot

  • Configuring Your Chatbot to Receive Text Input and Generate User Responses
  • Incorporating Basic Personality Traits
  • Enabling Your Chatbot to Answer Fundamental Questions
  • Diversifying Your Chatbot's Response Options
  • Programming Your Chatbot to Ask Questions
  • Creating Rule-Based Systems for Text Parsing

Utilizing Machine Learning to Convert Natural Language into Structured Data for Chatbots

  • Overview of SpaCy, Scikit-learn, and Rasa NLU
  • Installing and Configuring SpaCy, Scikit-learn, and Rasa NLU
  • Understanding Intents, Entities, and Their Classifications
  • Refresher on Natural Language Processing Fundamentals Theory
  • Constructing Models from Real-World Sentences Using the ATIS Dataset

Developing Your Virtual Assistant Chatbot

  • Overview of Virtual Assistants
  • Working with SQL in Python
  • Teaching Your Chatbot to Retrieve Data from Databases
  • Generating Queries Based on Parameters
  • Constructing Databases from Natural Language Inputs
  • Implementing Custom Virtual Assistant Features for Your Chatbot
    • Addressing Specific Queries via Database Access
    • Enhancing Search Capabilities, Handling Basic Negation, and Filtering Data

Enabling Statefulness in Your Chatbot: Tracking Interaction States for Improved Dialogue Management

  • Executing Basic Actions
  • Asking Contextual Questions and Managing Answer Queues
  • Handling Rejection Scenarios

Testing and Deploying Your Chatbot

Troubleshooting

Summary and Conclusion

Requirements

  • Prior experience with Python programming
 21 Hours

Number of participants


Price per participant

Testimonials (3)

Upcoming Courses

Related Categories