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Course Outline

Introduction to Chatbots

Overview of Conversational Software

Developing Your Initial Basic Chatbot

  • Configuring Your Chatbot to Receive Input and Respond to Users
  • Incorporating Basic Personality Traits
  • Training Your Chatbot to Answer Simple Queries
  • Introducing Variety into Chatbot Responses
  • Enabling Your Chatbot to Pose Questions
  • Establishing Rule-Based Systems for Text Parsing

Leveraging Machine Learning to Convert Natural Language into Structured Data for Your Chatbot

  • 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

Building Your Virtual Assistant Chatbot

  • Overview of a Virtual Assistant
  • Working with SQL in Python
  • Training Your Chatbot to Access Data from a Database
  • Writing Queries Based on Parameters
  • Constructing a Database from Natural Language
  • Implementing Custom Virtual Assistant Features in Your Chatbot
    • Answering Specific Queries via Database Access
    • Refining Search, Performing Basic Negation, and Filtering Data

Making Your Chatbot Stateful: Tracking Interaction States for Improved Chatbot Dialogues

  • Performing Basic Actions
  • Asking Contextual Questions and Queuing Responses
  • Handling Rejection Scenarios

Testing and Deploying Your Chatbot

Troubleshooting

Summary and Conclusion

Requirements

  • Prior experience with Python programming
 21 Hours

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Training solutions designed exclusively for businesses.

  • Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
  • Flexible Schedule: Dates and times adapted to your team's agenda.
  • Format: Online (live), In-company (at your offices), or Hybrid.
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Price per private group, online live training, starting from 3900 € + VAT*

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