
Muhammad Irfan
Data Scientist AI ML OCR Gen AI Solutions
Competenze

Consulta i miei servizi

Esperienza lavorativa
AI Engineer
AI for lyfe • Full time
Jun 2021 - Oct 2024 • 3 yrs 4 mos
Led end‑to‑end data processing pipelines for wearable sensors and mobile microphones, performing large‑scale cleaning, feature extraction, and behavioral/physiological signal analysis for health insights. Built and optimized a Pix2Pix GAN with MAE, VGG, content, and classifier‑based losses, improving reconstruction quality by 50%. Developed a CNN‑based multiclass, multilabel classifier trained on hybrid real + GAN‑generated datasets, achieving 92% accuracy and demonstrating synthetic data reliability. Engineered an interactive biomarker‑monitoring dashboard in Python Dash, accelerating clinical reporting by 30% and enabling real‑time visualization of key health indicators. Automated OCR workflows using OpenCV, EasyOCR, and AWS Textract, reducing manual data‑entry time by 40% and increasing accuracy. Designed XGBoost and ExtraTrees models for biomedical audio classification across four clinical conditions, integrating demographic metadata for improved robustness. Led data‑infrastructure efforts, designing a scalable collection framework (20K+ validated samples), backend systems, validation pipelines, and team training to ensure safe and compliant data handling.