Course Outline
Introduction to Chatbots
Overview of Conversational Software
Developing Your First Basic Chatbot
- Configuring Your Chatbot to Receive Text Input and Respond to Users
- Incorporating Basic Personality Elements
- Training Your Chatbot to Answer Fundamental Questions
- Introducing Variety into Your Chatbot's Responses
- Enabling Your Chatbot to Ask Questions
- Developing 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
- Installation and Configuration of SpaCy, Scikit-learn, and Rasa NLU
- Understanding Intents, Entities, and Their Classifications
- Refresher on Natural Language Processing Fundamentals
- Building Models from Real-World Sentences Using the ATIS Dataset
Constructing Your Virtual Assistant Chatbot
- Overview of a Virtual Assistant
- Working with SQL in Python
- Teaching Your Chatbot to Access Database Data
- Generating Queries from Parameters
- Constructing a Database from Natural Language
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Implementing Custom Virtual Assistant Features in Your Chatbot
- Addressing Specific Queries via Database Access
- Refining Search, Performing Basic Negation, and Filtering Data
Making Your Chatbot Stateful: Tracking Interaction States for Enhanced 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
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
