Page 370 - Kaleidoscope Academic Conference Proceedings 2024

2024 ITU Kaleidoscope Academic Conference

4.6 Feedback and Iterative Improvement 5.3 Emotional Awareness and Adaptive Learning:
Throughout the learning process, UnSight prioritizes
User Feedback Mechanisms: The platform integrates emotional awareness and adapts its response to the user’s
feedback mechanisms such as surveys and polls, which emotional state. The AI models detect and analyze the user’s
are automated and analyzed using Python libraries like the tone and sentiment, providing feedback and support tailored
SurveyMonkey API. Feedback forms within the platform, to their needs. The platform also incorporates adaptive pacing
managed by Flask, allow users to provide real-time input, mechanisms, including strategically timed breaks, to help
guiding continuous improvements. prevent fatigue and cognitive overload, ensuring sustained
Iterative Development: Adopting an Agile methodology, engagement and optimal learning outcomes.
the platform’s development is guided by user feedback, with
Python tools facilitating the iterative enhancement of features. 6. SUSTAINABILITY AND SCALABILITY
Regular updates are deployed via Python-based CI/CD CONCERNS : ADVANTAGES OF OUR
pipelines, ensuring that the platform remains responsive to IMPLEMENTATION OVER EXISTING
user needs and technological advancements. SOLUTIONS

5. USABILITY STUDY Our Implementation can scale to incorporate more features
and we can create a solution as AI-powered Accesssibility
This study delves into the platform’s usability, exploring the plugins which are secure and do not expose personal data to
user journey from initial website visit to engaging with its any parties. We use Open Source and proprietary Privately
AI-powered features. owned models for inference.

5.1 Homepage and user registration: 6.1 Sustainability of Our AI Solutions

Upon accessing the UnSight website, users are greeted by Ethical AI Use: We commit to ethical AI practices by
a homepage that provides a comprehensive overview of the ensuring our data handling and machine learning models are
project’s mission, key features, and impact. A prominent transparent and fair. Our models are continuously monitored
"Login" button, located in the top-left corner, prompts users and updated to prevent biases and ensure equitable use across
to either log in to their existing accounts or register for new diverse populations.
ones. For registration, users are required to provide basic
personal information, including email, phone number, name, Scalable Learning Models: Our AI solutions employ
and age. The platform also facilitates a user-friendly process models that learn and adapt over time without requiring
for users to describe their vision impairment with the help extensive retraining. This reduces the carbon footprint
of a sighted assistant. Following verification of their mobile associated with training large AI models and ensures our
number and email, new users can securely log in to the system. solutions improve while being environmentally conscious.
UnSight leverages facial recognition for enhanced security,
recording the user’s face for future login attempts, thereby 6.2 Scalability of Our Technological Framework
streamlining the access process.
Modular Design: Our system architecture features modular
5.2 Command Selection and Interaction: components that can be independently updated, scaled, or
replaced without disrupting the entire ecosystem. This allows
Upon successful login, the UnSight platform presents users us to integrate newer technologies and improvements with
with a choice of two main interaction modes: minimal overhead and ensures that our solutions remain at
the cutting edge of accessibility technology.
1. Conversational Learning: This mode leverages
AI-powered speech recognition and natural language
Cross-Platform Compatibility: Designed to operate
processing to provide an interactive and engaging
across various platforms and devices, our solutions ensure
learning experience. Users can learn various
that users can access our services regardless of their preferred
subjects, interact with educational materials, including
technology. This broad compatibility supports widespread
documents and images, and even practice writing
adoption and enhances the user experience across different
alphabets and numbers. The system incorporates sign
hardware and software environments.
language learning as well, allowing users to expand their
communication skills.
6.3 Advantages Over Existing Solutions
AI-Powered Plugins: Unlike traditional assistive
2. System Actions: Users can utilize voice commands technologies, our AI-powered plugins are designed to
to perform specific actions within the system, such as function seamlessly as part of existing digital ecosystems.
calling contacts, controlling device settings, or accessing This integration capability allows users to enjoy enhanced
specific functionalities. accessibility without needing separate tools or applications,
promoting a more inclusive digital environment.

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