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06Research
2024

ML Approach for Musical Therapy Using Facial Expressions

Built a real-time front-end emotion-detection system using face-api.js, validating accuracy across happy, sad, angry, and neutral expressions for accessibility-focused wellness use cases, paired with the Web Audio API for responsive playback.

My role

Front-end ML integration, UX

Stack

JavaScriptface-api.jsHTML/CSSWeb Audio API

Results

0Expressions
Real-timeDetection
AccessibilityFocus
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Let's build

shubhitiwari54321@gmail.com

Open to full-time roles — based in Bengaluru, India.

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© 2026 Shubhi TiwariBuilt with Next.js · Three.js · WebGL