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Course Outline
Introduction to Chatbots
Overview of Conversational Software
Developing Your First Basic Chatbot
- Configuring Your Chatbot to Receive Input and Respond to Users
- Incorporating Basic Personality Traits
- Training Your Chatbot to Answer Fundamental Questions
- Enhancing Variety in Chatbot Responses
- Enabling Your Chatbot to Ask Questions
- Creating Rule-Based Systems for Text Parsing
Leveraging Machine Learning to Convert Natural Language into Structured Data for Your Chatbot
- Introduction to SpaCy, Scikit-learn, and Rasa NLU
- Installation and Configuration of SpaCy, Scikit-learn, and Rasa NLU
- Understanding Intents, Entities, and Their Classifications
- Refresher on Natural Language Processing Fundamentals
- Developing Models from Real-World Sentences Using the ATIS Dataset
Building Your Virtual Assistant Chatbot
- Overview of Virtual Assistants
- Working with SQL in Python
- Training Your Chatbot to Retrieve Data from a Database
- Generating Queries from Parameters
- Constructing a Database from Natural Language Input
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Implementing Custom Features for Your Virtual Assistant
- Addressing Specific Queries via Database Access
- Optimizing Search, Handling Basic Negation, and Filtering Data
Adding Statefulness to Your Chatbot: Managing Interaction States for Improved Dialogues
- Executing 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
Testimonials (3)
the template provided. they will come in handy on my day to day duties
Lineo Nchaba - Revenue Services Lesotho
Course - UiPath for Business Analysts
He is very competent, organized, and he loves his job.
Limpho - Revenue Services Lesotho
Course - UiPath Automation Solution Architect
The trainer's delivery style and demonstration of knowledge