Course Outline

Introduction to Multimodal Interfaces

  • What are multimodal interfaces?
  • Benefits and challenges of multimodal interactions
  • Real-world applications in various industries

Multimodal AI and Human-Computer Interaction

  • Understanding human-centered AI design
  • Key AI technologies powering multimodal interfaces
  • Psychological and cognitive considerations in human-AI collaboration

Speech Recognition and Natural Language Processing (NLP)

  • Speech-to-text and text-to-speech technologies
  • Using OpenAI's Whisper or Mozilla DeepSpeech
  • Improving AI-driven voice interactions

Gesture Recognition and Motion Tracking

  • Understanding hand tracking and body gestures
  • Implementing gesture control in UI design
  • Hands-on with open-source gesture recognition libraries

Eye Tracking and Gaze-Based Interaction

  • Introduction to eye-tracking technology
  • Use cases in accessibility and adaptive interfaces
  • Developing gaze-based input systems

Multimodal Fusion: Integrating Multiple Input Methods

  • How AI combines speech, gestures, and vision
  • Building adaptive and personalized AI interactions
  • Best practices for seamless multimodal experiences

Prototyping and Implementing Multimodal Interfaces

  • Designing user-friendly AI-powered interfaces
  • Prototyping multimodal interactions with Figma and AI tools
  • Developing real-world applications using Python and AI frameworks

Testing and Evaluating Multimodal Interfaces

  • Usability testing methodologies for multimodal AI
  • Measuring user experience and satisfaction
  • Refining and optimizing AI-driven interactions

Future Trends in Human-AI Collaboration

  • Advancements in multimodal AI and deep learning
  • Emerging trends in human-computer interaction
  • The role of AI in the future of user experience

Summary and Next Steps

Requirements

  • Basic understanding of AI and machine learning concepts
  • Familiarity with UI/UX design principles
  • Some experience with programming (Python preferred)

Audience

  • UI/UX designers
  • Product managers
  • AI researchers
 14 Hours

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