search

recodehive / machine-learning-repos

A curated list of awesome machine learning frameworks, libraries and software (by language). I
https://machine-learning-repos.vercel.app/
MIT License
160 stars 288 forks source link

💡[Feature]: "Detecting Stress Levels from PPG Sensor Data using ANN," including the README, requirements, and LICENSE files. #1590

Open Pratik-Tech-Wizard opened 2 hours ago

Pratik-Tech-Wizard commented 2 hours ago

Is there an existing issue for this?

Feature Description

Combined Biometrics: -Heart Rate Variability (HRV): Calculate HRV metrics, which can provide insights into autonomic nervous system activity. -Respiration Rate: If available, combine data from a respiration sensor to create a comprehensive stress profile.

Use Case

By integrating Heart Rate Variability (HRV) and Respiration Rate (RR) into the stress detection project, we can significantly enhance its effectiveness:

  1. Real-Time Monitoring: Continuously analyzes PPG data to detect changes in HRV and RR, providing immediate insights during stressful situations.

  2. Personalized Feedback: Offers tailored recommendations, such as breathing exercises, when heightened stress levels are detected.

  3. Longitudinal Analysis: Tracks HRV and RR over time, helping users identify patterns and triggers related to their stress levels.

  4. Enhanced Accuracy: Combines metrics for a more reliable assessment of stress, improving overall insights compared to PPG data alone.

  5. Health and Wellness Applications: Useful in fields like sports psychology and mental health, allowing practitioners to tailor interventions based on real-time data.

image

Benefits

  1. Improved Accuracy: The integration of HRV and RR provides a more comprehensive assessment of stress levels, leading to better identification of stress triggers.

  2. Proactive Management: Users receive real-time feedback and actionable insights, enabling them to manage stress effectively through tailored interventions.

  3. Enhanced User Engagement: Personalized experiences can increase user motivation to monitor and improve their mental health.

Add ScreenShots

image

Priority

High

Record

github-actions[bot] commented 2 hours ago

Thank you for creating this issue! 🎉 We'll look into it as soon as possible. In the meantime, please make sure to provide all the necessary details and context. If you have any questions reach out to LinkedIn. Your contributions are highly appreciated! 😊

Note: I Maintain the repo issue twice a day, or ideally 1 day, If your issue goes stale for more than one day you can tag and comment on this same issue.

You can also check our CONTRIBUTING.md for guidelines on contributing to this project.
We are here to help you on this journey of opensource, any help feel free to tag me or book an appointment.

Pratik-Tech-Wizard commented 2 hours ago

@sanjay-kv kindly assign the issue to me