🧠 NeuroMapping: AI & Gemini-Powered Cognitive Safety Hack 🌟
🚀 Executive Summary
NeuroMapping is a cutting-edge AI-driven cognitive safety system designed to empower users aged 13+ with personalized cognitive insights, while fostering open source learning for the wider community 🌍. Built for the MLH Open Source Hackfest, it integrates:
- CNN + Transformer Hybrid Model for multi-channel EEG analysis 🧠
- Gemini API for human-like interpretive reasoning 💡
Click here to see how I used Gemini and AI models in the NeuroMapping project
- Fully open-source (MIT License), beginner-friendly, and scalable
Our goal: maximize social impact while staying beginner-friendly and fully aligned with MLH hackathon rules ✅.
🔹 Core Features
- Hybrid AI Ensemble 🤖
- CNN → Spatial feature mapping of EEG signals
- Transformer → Temporal pattern recognition
- CNN → Spatial feature mapping of EEG signals
- Gemini API Integration 💡
- Converts raw risk scores to digestible insights and proactive interventions
- Adds personalized social engagement feedback
- Converts raw risk scores to digestible insights and proactive interventions
- Interactive Dashboard 🎨
- Live Cognitive Heatmaps
- Risk Scores + Confidence Intervals ($\pm 12\%$)
- Gamified social impact metrics for awareness and education 🏆
- Live Cognitive Heatmaps
🏗 Workflow
Simulated EEG signals ($X$) → Preprocessing (ICA, noise filtering) →
CNN + Transformer Feature Extraction → Weighted Fusion → Cognitive Risk Score →
Gemini API → Dashboard Visualization & Social Engagement
Click me to see my Dashboard
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Where:
$$ \begin{aligned} X &\;=\; \text{multi-channel EEG input (64 channels)} \[1mm] w_C, w_T, w_G &\;=\; \text{learned fusion weights} \[1mm] \mathcal{Z} &\;=\; \text{normalization constant ensuring } 0 \le y \le 100 \[1mm] \mathbf{Risk Flags} &\;\in\; {0,1} \;\text{(output triggers cognitive risk flags)} \[1mm] \text{Gemini API} &\;=\; \text{provides personalized, human-centric insights and recommendations} \end{aligned} $$
- Gemini API ensures personalized advice, beginner-friendly explanations, and social-good recommendations 🌟
-See how Snowflake and Gemini API are integrated in NeuroMapping: Click here
click to see how to run the NeuroMapping project locally
🎨 Dashboard & Metrics
| Metric | Status | Detail |
|---|---|---|
| Cognitive Risk Score | ██ 73% | Individual baseline + demographic calibration ⚠️ |
| Confidence Interval | Medium | ±12% |
| Social Impact | Active | 47 Awareness Sessions ✅, 12 Peers Educated 🏅 |
📈 Temporal Risk Evolution (Last 7 Days)
▁▂▃▅▂▁▃▅▇▁▂▃
🌍 Community Engagement & Gamification
- Awareness Sessions: 47 🏆
- Peers Educated: 12 👥
- Risk Assessments Completed: 3 ✅
- Mini-Challenges for engagement (share story ✍️, complete tutorial 📚)
🔐 Privacy & Security
- AES-256 encryption 🔒
- Federated learning for safe AI training 🧑💻
- Local computation to minimize data exposure 🌐
🏁 Hackathon (MLH Open Source Hackfest)
- Gemini API usage for personalized AI output (Best Use of Gemini API prize focus) 🌟
- Fully open-source, MIT Licensed with documentation & contributing guidelines 📑
NeuroMapping Project Documentation
📘 Full Research Documentation (PDF)
- Demo video ≤ 2 minutes
- Public repo requirement ✅
- No prior work submission; created during hackathon ✅
🚀 Deployment Roadmap
- Phase 1: Prototype & synthetic data validation ✅
- Phase 2: Community beta testing (n=50–100) 🔄
- Phase 3: Public release + social engagement 🌍
NeuroMapping Project – MLH Open Source Hackfest
Repository
Access the full project repository on GitHub:
NeuroMapping GitHub Repository
Key Documentation Files
- BEST_USE_GEMINI_API.md – Demonstrates advanced use of Gemini API for human-centric cognitive insights.
- BEST_DOCUMENTATION.md – Shows complete, beginner-friendly open-source documentation.
- CODE_FOR_GOOD.md – Highlights the social impact and humanitarian aspects of the project.
- README.md – Main project overview, installation, usage, and workflow.
- CONTRIBUTING.md – Guidelines for contributing to the project.
- CODE_OF_CONDUCT.md – Ensures respectful and inclusive community participation.
- LICENSE – MIT License for open-source usage.
- NeuroMapping-Early-Cognitive-Safety-in-Rural-Communities.pdf.pdf – Full project documentation in PDF format
NeuroMapping: AI + Gemini-powered, beginner-friendly, socially impactful, fully open-source hackathon project designed to maximize learning, engagement, and MLH hackathon prizes! 🌟🧠🌍
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