Dakshata
Transforming Education Through Real-Time Adaptation using Gemini
Created on 2nd October 2024
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Dakshata
Transforming Education Through Real-Time Adaptation using Gemini
Describe your project
Dakshata is a state-of-the-art AI-driven learning platform designed to provide personalized and dynamic educational experiences. Utilizing Google’s Gemini AI & real-time WebRTC technology, Dakshata adapts to each learner’s needs, adjusting the difficulty level based on real-time user responses and interactions. The platform delivers tailored learning content, ensuring that users progress at their own pace while continuously challenging them with scaled learning experiences.
- In-Scope for the Solution:
Dynamic Content Adjustment: It utilizes advanced AI algorithms to dynamically adjust learning materials & difficulty levels based on user performance.
Real-Time Interaction: Integration of WebRTC technology facilitates real-time interactions, allowing learners to engage in live sessions, receive instant feedback, creating an immersive learning environment.
Advanced Reporting: Each session is recorded & summarized using Gemini’s AI capabilities.The recorded sessions are converted into visual reports that include sentiment analysis, semantic analysis & tagging of key concepts, helping users track their progress & areas for improvement. - Out of Scope for the Solution:
Standardized Curriculum: Dakshata does not follow a rigid curriculum; it focuses on personalized learning journeys.
Offline Learning Features: The platform is designed for online interaction and does not support offline learning modules.
Specific Subject Matter Expertise: While Dakshata adapts content based on performance, it does not provide in-depth subject-specific tutoring outside its designed capabilities.
Certification or Accreditation: Dakshata does not currently offer formal certifications or accreditations. - Future Opportunities for this Solution:
Introducing game-based learning components.
Developing mobile applications and multilingual support.
Creating features for peer-to-peer interaction and group learning sessions.
Enhanced AI Features & ntegration of Emerging Technologies like AR/VR.
Challenges we ran into
While building the Dakshata platform, I encountered several significant hurdles, particularly related to integrating WebRTC and managing video recordings of students.
WebRTC Integration and Video Recording:
Integrating WebRTC for real-time video recording posed challenges. The initial setup was complicated due to the various configurations required for seamless video streaming and recording.
Solution: I spent considerable time reviewing documentation and troubleshooting issues with peer connections and media streams. After thorough testing and adjustments, I successfully implemented the video recording functionality.
Sending Video Content to Gemini:
Another major hurdle was sending the recorded video content to the Gemini API. Initially, the integration was not straightforward, especially with the need to communicate effectively between our application and Gemini's capabilities.
Solution: To resolve this, we developed a custom API for Gemini, which allowed us to send prompts and receive summaries of the video content more efficiently. This custom solution facilitated better communication and improved the overall functionality of the platform.
Handling Large Video Files:
We faced issues with sending large video files through the API, which led to timeouts and failures in the data transfer.
Solution: To address this, we implemented file chunking. By breaking down the video files into smaller chunks, we ensured that each part could be sent independently, thus avoiding size limitations and improving reliability.
These challenges ultimately contributed to enhancing the robustness of the Dakshata platform and provided valuable learning experiences in working with WebRTC and API integrations.
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