Haasha A.

Need a working Healthcare AI system — not just a model? I build end-to-end ML pipelines for medical imaging, genomics, and clinical EHR data that are reproducible, deployment-ready, and grounded in real clinical constraints. 🧠 I sit at the intersection of research and production: I've built chest X-ray classifiers, protein sequence models, and Text-to-SQL systems for clinical databases — not as experiments, but as systems that actually run. My background spans both academic research labs and industry ML roles, so I understand what it takes to move from a paper or prototype to something a clinical team can use. I don't just hand over a trained model. I deliver clean pipelines, documented code, and reproducible experiments — so your team can maintain, retrain, and trust what I build. What I can build for you: 🩻 Medical Imaging AI - Disease detection in X-ray, CT, and histopathology images - Classification, segmentation, and image retrieval pipelines - Handling real-world challenges: class imbalance, noisy labels, limited data 🧬 Genomics & Protein Modeling - Protein sequence analysis and disordered region prediction - Biomarker and gene mutation prediction models - Representation learning on biological sequence data 🏥 Clinical (EHR) Data & Predictive Modeling - Patient risk stratification and outcome prediction - Structured and unstructured clinical data analysis - Natural language interfaces for hospital databases (Text-to-SQL) ⚙️ End-to-End ML Development - Raw dataset → trained model → working API or prototype - PyTorch and Scikit-learn pipelines with full experiment tracking - Research papers converted into usable, benchmarked systems ✅ Top Rated Plus on Upwork — top 3% of talent on the platform ✅ 4.96 star rating across 2,200+ hours of healthcare AI work ✅ Built medical imaging models for COVID and pneumonia detection from chest X-rays ✅ Developed protein structure prediction systems used in active computational biology research ✅ Designed a Text-to-SQL system enabling natural-language queries on clinical hospital databases ✅ Kaggle Computer Vision certification If you're building a healthcare AI product, validating a research prototype, or working with complex medical data, send me a message and describe your project. I'll respond within a few hours with a clear path forward. 🚀