Speech Model API + react native integration for mobile app
Orçamento: $3000.0
FIXED /
⭐ 0.00 (0)
United Kingdom
react-native, native
Qualificações preferidas
- Experiência: Especialista
Title: ML/Backend Engineer — Speech Model API + React Native Integration (Arabic Pronunciation App)
Description:
I'm building a mobile app that gives users real-time feedback on spoken Arabic pronunciation, using a custom-trained speech recognition model.
Tech stack (required):
Backend/ML serving: Python, FastAPI (or equivalent)
Mobile app: React Native (iOS + Android)
Please only apply if you have real, demonstrable experience with React Native specifically — not Flutter, not native-only iOS/Android,
Model & API :
I have an existing fine-tuned wav2vec2-based model (trained on a substantial labeled dataset of correct/incorrect recitations) that needs refinement — known issues include some accuracy bias on certain speech patterns, and improving classification on closely related/confusable sounds
Needs a production-ready API (FastAPI or your recommended equivalent), with attention to real-time/near-real-time latency for a live, repeated user interaction
Confidence-based output classification (multiple feedback tiers, not just binary correct/incorrect) — full detail shared under NDA
Clear, documented API contract for downstream mobile integration
Mobile integration :
React Native mobile app calling the above API, built against a finalized Figma design (design system, all screens, and states already specified)
Standard auth, user progress tracking, subscription/paywall
What I'm looking for:
Real experience fine-tuning or self-hosting a speech/ASR model (not just integrating third-party APIs like Whisper, Deepgram, or AssemblyAI)
PyTorch/HuggingFace model serving experience
If applying for or interested in Phase 2, genuine React Native experience is required — please share app(s) you've shipped in React Native specifically
Bonus: experience with non-standard/accented speech populations
Please include in your application:
A specific example of a self-hosted speech/ASR model you've fine-tuned or deployed (not a third-party API integration)
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