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Course Outline
Introduction to AI Agents and Chatbots
- The definition of AI agents
- Categorizing chatbots: Rule-based vs AI-driven
- Chatbot applications across various sectors
Fundamentals of Natural Language Processing (NLP)
- Overview of NLP and its significance in chatbots
- Tokenization, stemming, and lemmatization
- Understanding intents and entities
Planning Your Chatbot
- Establishing the purpose and scope of your chatbot
- Structuring conversational flows
- Generating training datasets for chatbot responses
Developing Your Initial Chatbot
- Configuring the development environment
- Creating a basic chatbot using Python and Flask
- Integrating fundamental NLP features for conversation
Enhancing Chatbot Performance
- Incorporating fallback and error-handling mechanisms
- Improving responses via external APIs
- Testing and debugging the chatbot
Deploying Your Chatbot
- Hosting the chatbot on a local server
- Connecting the chatbot with messaging platforms
- Ensuring scalability and performance
Ethical Considerations and Best Practices
- Safeguarding user data privacy and security
- Designing inclusive and unbiased chatbots
- Maintaining transparency in AI interactions
Exploring Advanced Chatbot Features
- Utilizing machine learning for superior conversations
- Incorporating sentiment analysis
- Overview of advanced frameworks such as Rasa
Summary and Next Steps
Requirements
- Fundamental programming knowledge
- Proficiency with Python syntax
- Enthusiasm for learning about AI technologies
Target Audience
- Beginners in AI
- Developers
- Enthusiasts exploring chatbots and AI agents
14 Hours
Custom Corporate Training
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.
Price per private group, online live training, starting from 3200 € + VAT*
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