Project Thread🏆 Great Malaysia AI Hackathon 2025

LinguaDaily — AI-powered immersive language learning platform with computer vision

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Overview

Comprehensive language learning platform combining computer vision, speech recognition, and real-time translation.

Tech Stack

FlaskAWS RekognitionAzure Speech Cognitive ServicesOpenCVn8n

Features

  • Real-time object detection with AWS Rekognition
  • Multi-camera support (laptop, phone IP webcam)
  • 4-metric pronunciation scoring (Accuracy, Fluency, Completeness, Prosody)
  • Adaptive curriculum for 13+ languages

Key Decisions

01

Chose Azure Speech over Google STT due to Azure's granular "Prosody" and "Fluency" metrics, which are essential for Syllable-level pronunciation feedback.

02

Utilized n8n to orchestrate the translation pipeline, allowing for rapid deployment of 13+ language localizations without hardcoding.

Learnings

→Mastered the integration of low-latency WebRTC streams with cloud-based computer vision endpoints.
→Learned to handle "Visual Noise" by implementing a confidence threshold in OpenCV to filter out background objects that aren't relevant to the lesson.