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Course Outline
Introduction to Chatbots
Overview of Conversational Software
Creating 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
- Diversifying 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
- Overview of SpaCy, Scikit-learn, and Rasa NLU
- Installing and Configuring SpaCy, Scikit-learn, and Rasa NLU
- Understanding Intents and Entities and Their Classifications
- Refresher on Natural Language Processing Fundamentals
- Constructing Models Using Real-World Sentences from the ATIS Dataset
Developing Your Virtual Assistant Chatbot
- Overview of a Virtual Assistant
- Working with SQL in Python
- Teaching Your Chatbot to Retrieve Data from a Database
- Generating Queries Based on Parameters
- Creating a Database Structure from Natural Language
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Implementing Custom Virtual Assistant Features for Your Chatbot
- Addressing Specific Queries via Database Access
- Enhancing Search Capabilities, Implementing Basic Negation, and Filtering Data
Making Your Chatbot Stateful: Managing Interaction States for Improved Dialogue
- Executing Basic Actions
- Asking Contextual Questions and Managing Answer Queues
- Handling Rejections
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
