Page 364 - Kaleidoscope Academic Conference Proceedings 2024

2024 ITU Kaleidoscope Academic Conference

underserved areas. AI model could provide REFERENCES
guidance and feedback to individuals practicing
yoga on their own, making the practice more [1] https://ieeexplore.ieee.org/document/9310832
accessible to a wider range of people.
[2] https://www.researchgate.net/publication/3509310
Overall, AI model for yoga posture correction has the 97_Infinity_Yoga_Tutor_Yoga_Posture_Detection
potential to enhance the practice experience for yoga _and_Correction_System
enthusiasts, regardless of their level of experience or access
to traditional instruction.This application serves as a holistic [3] https://tfhub.dev/google/movenet/singlepose/thund
platform for individuals striving towards sustainable living, er/4
providing the tools, resources, and community support
needed to make impactful and lasting changes. [4] https://scholarworks.sjsu.edu/cgi/viewcontent.cgi?
article=1932&context=etd_projects
14. FUTURE DIRECTIONS
[5] https://www.tensorflow.org/js/tutorials/conversion/
Future directions on developing AI model for yoga posture import_keras
correction are
[6] https://keras.io/about/
 Customizable Routines: Allow users to create
personalized yoga routines based on their fitness [7] https://blog.logrocket.com/tensorflow-js-an-intro-
levels, goals, and preferences. and-analysis-with-
 Adaptive Learning: Use machine learning to usecases8e1f9a973183/#:~:text=js%20is%20that%
adapt and suggest poses or routines based on user 20it%20allows,the%20Python%20version%20of%
performance and progress. 20TensorFlow.
 Integration of NLP: Use natural language
processing for voice commands, allowing users to [8] https://www.tensorflow.org/hub/tutorials/movenet
interact hands-free with the virtual instructor
 Sensor Data: Integrate data from wearables (like [9] https://www.freecodecamp.org/news/reactjs-
smartwatches) to monitor heart rate, calories basics-dom-componentsdeclarativeviews/#:~:
burned, and stress levels.
 Comprehensive Health Dashboard: Integrate text=The%20DOM%20(Document%20Object%20Mod
nutrition, sleep, and stress management tools to el,%2C%20attributes%2C%20and%20so%20on.
offer a holistic health overview.
 Wellness Insights: Provide insights and [10] https://www.jsr.org/hs/index.php/path/article/view/
recommendations based on user data to enhance 2140
overall well-being.
 Challenges and Rewards: Introduce gamified [11] .https://www.npmjs.com/package/web-vitals
elements like challenges, badges, and leaderboards
to motivate users. [12] .https://www.npmjs.com/package/@tensorflow-
 Progress Tracking: Offer detailed analytics and models/pose-detection
reports on progress, flexibility improvements, and
time spent practicing.
 Research Emerging Technologies: Keep up with
advances in AI, machine learning, and health tech
to incorporate the latest features.
 Explore VR and AR: Investigate the potential of
virtual reality and augmented reality for immersive
yoga experiences.
 Iterative Development: Use feedback to
continuously improve the application, add features,
and fix issues.

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