Module 1: Introduction to Chatbots and Virtual Assistants
- Overview of chatbots and virtual assistants
- Applications of chatbots and virtual assistants
- Types of chatbots and virtual assistants
- Introduction to Natural Language Processing (NLP)
- Pre-processing text data for chatbots and virtual assistants
Module 2: Building Chatbots and Virtual Assistants
- Introduction to chatbot development platforms and frameworks
- Designing chatbot conversations and user interfaces
- Integrating chatbots and virtual assistants with third-party applications and services
Module 3: Model Training and Deployment for Chatbots and Virtual Assistants
- Principles of machine learning for chatbots and virtual assistants
- Data preparation and feature engineering for chatbot development
- Model training and deployment for chatbots and virtual assistants
Module 4: Advanced Concepts in Chatbots and Virtual Assistants
- Sentiment analysis for chatbots and virtual assistants
- Intent classification and entity recognition for chatbots and virtual assistants
- Best practices in chatbot development
Module 5: Introduction to ChatGPT
- Overview of the ChatGPT language model
- Pre-processing data for ChatGPT
- Building chatbots and virtual assistants with ChatGPT
Module 6: Real-World Applications of Chatbots and Virtual Assistants
- Case studies of chatbots and virtual assistants in different industries
- Opportunities and challenges in chatbot and virtual assistant development