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Duration 14 hours
Course Outline
Introduction to AI Agents and Chatbots
- Defining AI agents and their role in automation
- Differentiating chatbot types: Rule-based systems versus AI-driven models
- Examining the application of chatbots across various industry sectors
Fundamentals of Natural Language Processing (NLP)
- Overview of NLP and its critical function in chatbot development
- Techniques for tokenization, stemming, and lemmatization
- Identifying and processing user intents and entities
Strategic Planning for Your Chatbot
- Establishing the specific purpose and operational scope of your chatbot
- Designing logical and effective conversational pathways
- Assembling training datasets to optimize chatbot responses
Building Your Initial Chatbot
- Configuring the necessary development environment
- Constructing a basic chatbot framework using Python and Flask
- Integrating fundamental NLP features to enable natural conversation
Optimizing Chatbot Performance
- Implementing robust fallback and error-handling protocols
- Enhancing response capabilities through external API integration
- Conducting thorough testing and debugging procedures
Deployment Strategies for Your Chatbot
- Hosting the chatbot on local server infrastructure
- Integrating the chatbot with popular messaging platforms
- Ensuring system scalability and sustained performance
Ethical Frameworks and Best Practices
- Safeguarding user data privacy and security standards
- Designing inclusive chatbots that minimize bias
- Maintaining transparency in all AI-driven interactions
Advanced Chatbot Capabilities
- Leveraging machine learning to refine conversational quality
- Incorporating sentiment analysis for deeper understanding
- Introduction to advanced frameworks such as Rasa
Conclusions and Future Directions
Requirements
- Foundational understanding of programming concepts
- Proficiency with Python syntax
- A strong desire to acquire knowledge of AI technologies
Target Audience
- Individuals new to Artificial Intelligence
- Programmers
- Enthusiasts interested in exploring chatbots and AI agents
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 2600 € + VAT*
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