AI Scenario-Based Learning Designer vs AI Special Needs Education AI Specialist

B AI Special Needs Education AI Specialist Only

• Universal Design for Learning (UDL) framework and differentiated instruction principles
• Machine learning fundamentals including supervised learning, reinforcement learning, and transfer learning for educational applications
• Natural language processing for text simplification, readability scoring, and augmentative communication systems
• Speech and audio AI including text-to-speech prosody control, speech-to-text accuracy for atypical speech, and auditory processing tools
• Computer vision for engagement tracking, sign language recognition, and sensory environment monitoring
• Adaptive learning engine design with multi-armed bandit algorithms and learner modeling
• Data ethics, FERPA/COPPA compliance, and bias auditing for vulnerable learner populations
• Human-centered design and participatory co-design with neurodiverse and disabled stakeholders