Page 136 - AI for Good Innovate for Impact
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AI for Good Innovate for Impact



                      The initiative provides an educational tool and a stepping stone to more significant equity
                      and opportunity for children with autism by thoughtfully utilizing the transformative power of
                      artificial intelligence with culturally rich content.


                      2�3     Future Work

                      Our path forward will focus on developing a much stronger, expandable framework to enhance
                      the technological capabilities and worldwide reach of this AI-powered learning platform for
                      children with Autism Spectrum Disorder. The strategic direction encompasses several key
                      areas:

                      •    More Robust Data Collection
                           A sophisticated system will gather behavioural, cognitive, and emotional information
                           from children's interactions with the platform, feedback from parents and teachers,
                           and potentially from wearable devices. This approach will be implemented with strict
                           attention to privacy regulations like India's Digital Personal Data Protection Act (DPDP)
                           2023 amongst others, for local and  GDPR abroad, creating a valuable foundation for
                           refining the AI models and personalising each child's learning experience.
                      •    Extensive Real-World Testing
                           In partnership with autism centres, schools, and clinical specialists, an extensive pilot
                           program will test the platform in everyday settings. This critical phase will allow continuous
                           improvements based on feedback from diverse users and performance measurements.
                           The insights gained will help validate the approach's effectiveness and scalability.
                      •    Advancements in AI Capabilities
                           The next product development stage will incorporate cutting-edge machine learning
                           techniques, including reinforcement learning to create more responsive reward systems,
                           neural networks to anticipate behavioral patterns, and natural language processing to
                           analyze engagement levels. Regular updates based on incoming data will ensure the
                           platform remains responsive and personally relevant to each child.
                      •    Expanding Accessibility
                           The team will include multiple regional languages and immersive augmented or virtual
                           reality experiences to broaden the impact. These additions will make the platform more
                           culturally adaptable and enhance its appeal and usability across different global contexts.
                      •    Setting Industry Standards
                           A significant goal is to establish benchmarks and best practices for AI-driven special
                           education. This includes developing open-source tools, detailed implementation guides,
                           and testing environments to encourage collaborative research and smooth integration
                           with existing educational systems.


                      3      Use Case Requirements

                      •    REQ-01: It is critical that the AI-powered content adaptation system is capable of
                           personalising story-based quests
                      •    REQ-02: It is critical that machine learning algorithms (classification, regression, sequence
                           modelling) be used for analysing user behaviour and learning patterns.
                      •    REQ-03: It is critical for natural language processing capabilities to adapt to content
                           complexity
                      •    REQ-04: It is critical that a multi-modal content delivery supports visual (images,
                           animations), auditory (voice, sounds), and textual elements, adaptable to user needs.
                      •    REQ-05: It is critical that a traditional Indian moral tales content library with educational
                           significance is added.





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