Portfolio
Speech & Language AI
Real-time pronunciation coaching across seven languages — built, deployed, and live right now, not just prototyped.
AI Pronunciation Coach
Whisper • Real-Time Audio • Text-Similarity Scoring • GPT-4o-mini Feedback
See It In Action
Feedback & Scoring
Phoneme-Level Coaching
Specific, actionable feedback — not just a score.
Progress Analytics
Score Trend Tracking
Every practice session tracked, so improvement is visible, not assumed.
Core Capabilities
Language Support
Multilingual Practice
Practice sentence generation and coaching across German, French, Spanish, Portuguese, Russian, Japanese, and Chinese.
Phoneme-Level Feedback
Specific, Actionable Coaching
Not a vague score — targeted notes like ‘keep vowel timing even’ or ‘focus on pitch consistency.
Score Analytics
Feature & Score Logging
Feature logging and score-trend analytics, deployed through Docker on Render.
Technology Stack
A production system with real audio-derived scoring and AI-generated coaching feedback — not just a static demo.
Frontend
- Streamlit
- Streamlit-mic-recorder
- Real-Time Audio Capture
Backend
- FastAPI
- Uvicorn
- Docker
AI / ML
- Whisper API
- GPT-4o-mini
- NumPy
- SciPy
- pandas
MLOps
- Feature Logging
- Render Deployment
- Streamlit Cloud