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Course Outline

Getting Started with Multimodal Interfaces

  • Defining multimodal interfaces
  • Advantages and obstacles in multimodal interaction
  • Practical applications across different sectors

Multimodal AI and Human-Computer Interaction

  • Exploring human-centered AI design
  • Core AI technologies enabling multimodal interfaces
  • Psychological and cognitive factors in human-AI collaboration

Speech Recognition and Natural Language Processing (NLP)

  • Speech-to-text and text-to-speech capabilities
  • Leveraging OpenAI's Whisper or Mozilla DeepSpeech
  • Enhancing voice-based interactions with AI

Gesture Recognition and Motion Tracking

  • Tracking hand movements and body gestures
  • Integrating gesture controls into UI design
  • Working with open-source gesture recognition libraries

Eye Tracking and Gaze-Based Interaction

  • Overview of eye-tracking technology
  • Applications in accessibility and adaptive interfaces
  • Creating gaze-based input systems

Multimodal Fusion: Combining Multiple Input Methods

  • How AI integrates speech, gestures, and vision
  • Crafting adaptive and personalized AI interactions
  • Best practices for cohesive multimodal experiences

Prototyping and Building Multimodal Interfaces

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

Testing and Assessing Multimodal Interfaces

  • Usability testing approaches for multimodal AI
  • Gauging user experience and satisfaction
  • Optimizing AI-driven interactions

Future Directions in Human-AI Collaboration

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

Recap and Subsequent Steps

Requirements

  • Foundational knowledge of AI and machine learning concepts
  • Proficiency with UI/UX design principles
  • Prior programming experience (Python is recommended)

Target Audience

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

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