Conversational AI: Human-Centric Interaction through HCI and NLP

Übersicht

Join us in this insightful exploration of how Human-Computer Interaction (HCI) meets Natural Language Processing (NLP) to shape the future of Conversational AI. This course delves into the intricacies of dialogue systems and the nuances of voice assistant design, all while considering the ethical dimensions that guide these technological advancements across a variety of practical applications.

Provided by YouTube, this course falls under both Artificial Intelligence Courses and Computer Science Courses, offering valuable perspectives for students, professionals, and enthusiasts eager to dive into the world of AI-driven communication technologies.

Unlock the potential to transform human-centric interactions through this engaging and informative course.

Lehrplan

• Introduction to Conversational AI
Overview of Conversational AI
Historical Context and Impact
Key Components: HCI and NLP
• Human-Computer Interaction (HCI) Principles
Fundamentals of HCI
Designing User-Centric Interfaces
Usability and Accessibility
• Natural Language Processing (NLP) Basics
Core Concepts in NLP
Linguistic Structures and Processing
Language Models and Tokenization
• Dialogue Systems
Types of Dialogue Systems: Task-Oriented vs. Open-Domain
Dialogue Management and State Tracking
Context and Intent Understanding
• Voice Assistant Design
Anatomy of Voice Assistants
Speech Recognition Technologies
Text-to-Speech Synthesis
• Humanizing Conversational Agents
Emotional Intelligence and Sentiment Analysis
Personalization and User Adaptation
Building Trust and Rapport
• Ethical Considerations in Conversational AI
Privacy and Data Security
Bias and Fairness
Transparency and Explainability
• Applications of Conversational AI
Customer Support and Service Automation
Healthcare and Assistive Technologies
Educational Tools and Virtual Tutors
• Future Trends and Research Directions
Emerging Technologies in Conversational AI
Challenges and Opportunities
The Future of Human-AI Interaction
• Project and Evaluation
Practical Implementation of a Conversational Agent
User Testing and Feedback Analysis
Final Presentation and Peer Review

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Fachgebiete

Computer Science