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* '''Tourist Assistant Robot''' was designed to promote cultural and wildlife awareness. Mitigated cultural bias and accommodated local accents (inclusivity/accessibility). Positioned as a supportive tool to enhance human experience rather than replace workers. '''Creators:''' Ian Peter, Sam kelvin munyithya, Owino Philemon, Mark Muga, Brian Mwangi | * '''Tourist Assistant Robot''' was designed to promote cultural and wildlife awareness. Mitigated cultural bias and accommodated local accents (inclusivity/accessibility). Positioned as a supportive tool to enhance human experience rather than replace workers. '''Creators:''' Ian Peter, Sam kelvin munyithya, Owino Philemon, Mark Muga, Brian Mwangi | ||
* '''Robotic Assistant Secretary for Institutions''' enhances campus engagement through accessible features—such as adjusted speech recognition for non-native English speakers and volume controls for users with hearing impairments—while ensuring privacy via anonymized, voice-based feedback. '''Creators:''' Stephanie Mukami, George Thuo, Ian Sawala, Rose Kimu, Felix Masese | * '''Robotic Assistant Secretary for Institutions''' enhances campus engagement through accessible features—such as adjusted speech recognition for non-native English speakers and volume controls for users with hearing impairments—while ensuring privacy via anonymized, voice-based feedback. '''Creators:''' Stephanie Mukami, George Thuo, Ian Sawala, Rose Kimu, Felix Masese | ||
* '''Robot Companion for Children''' assists caregivers by detecting and responding to a child’s emotions using an inclusive, bias-mitigated model trained on diverse datasets, while protecting privacy through anonymized data collection. '''Creators: ''' Elvis Karanja Muiru, Moses Ndungu, Stephen Kanyanjua Ndirangu, Maurice Njoroge Muiruri, Alfred Muinde Tuva | * '''Robot Companion for Children''' assists caregivers by detecting and responding to a child’s emotions using an inclusive, bias-mitigated model trained on diverse datasets, while protecting privacy through anonymized data collection. '''Creators:''' Elvis Karanja Muiru, Moses Ndungu, Stephen Kanyanjua Ndirangu, Maurice Njoroge Muiruri, Alfred Muinde Tuva | ||
'''Kirinyaga University, Kenya''' | '''Kirinyaga University, Kenya''' | ||
* '''Data bias in skincare diagnostics (Animation)''' highlighted racial disparity in AI diagnostics (failed to diagnose skins of color). Focused on designing an inclusive AI system to solve this disparity through innovation and collaboration. '''Creators: ''' Patrick Wambugu Nderitu, Consty Lunga, Mary Njambi Maina; '''See:''' [https://youtu.be/xxnm2Ceim_l?si=uSf5dNdnCIJIyYCw Video] | * '''Data bias in skincare diagnostics (Animation)''' highlighted racial disparity in AI diagnostics (failed to diagnose skins of color). Focused on designing an inclusive AI system to solve this disparity through innovation and collaboration. '''Creators:''' Patrick Wambugu Nderitu, Consty Lunga, Mary Njambi Maina; '''See:''' [https://youtu.be/xxnm2Ceim_l?si=uSf5dNdnCIJIyYCw Video] | ||
'''Kisii University, Kenya''' | |||
* '''Mental Health Chatbot''' provides LLM-based support for campus mental health while prioritizing user privacy through de-identification, ensuring transparency about its AI nature, incorporating informed consent, and continuously addressing bias. '''Creators:''' Martin Masitsa, Purity Adhiambo | |||
* '''Al-based Disease Prediction System''' aims to enable timely detection and reduce healthcare costs while prioritizing privacy, data security, and informed consent, and addressing bias to ensure fair treatment across ethnicity and gender. '''Creators:''' Evalyne Ombese, Catherine Juma, Kimberly Mwachilungo, Kennedy Okonda, Martin Mwai | |||
* '''Smart Waste Collection and Monitoring System''' uses IoT to optimize waste management while prioritizing data privacy through minimal data collection, ensuring transparent and ethical data use, and considering social and environmental impacts. '''Creators:''' Gachoki Mutuota, Brian Oirere, Steve Patrobers, Felix Okello, Calvin Mokaya | |||
'''Massachusetts Institute of Technology (MIT), United States''' | '''Massachusetts Institute of Technology (MIT), United States''' | ||
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