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
Testimonials (1)
Our trainer, Yashank, was incredibly knowledgeable. He modified the curriculum to match what we truly needed to learn, and we had a great learning experience with him. His understanding of the domain he was teaching was impressive; he shared insights from real experience and helped us solve actual problems we were facing in our work.