Building PneumoTriage: What I Learned Screening Pediatric Chest X-Rays with ML in Nigeria In many hospitals in Nigeria, and in much of Africa, there are very few radiologists for the number of chest X-rays that need reading. A child with suspected pneumonia can wait hours or days for a speSep 24 · 11 min readthe-neural-notebook.hashnode.dev
Domain Shift and Recalibration in a Pediatric Pneumonia Classifier: A Case Study in Building for the Deployment ContextAbstract This post documents the development of an open-source clinical decision-support tool for pediatric pneumonia screening from chest radiographs, intended for use in hospitals and clinics in NigAug 12 · 11 min readthe-neural-notebook.hashnode.dev
How model.fit and Gradient Descent Train Your Neural NetworksThe model.fit command is the single line of code that kicks off the learning process in almost any deep learning framework. While it looks simple, beneath the surface, it's orchestrating a complex, iterative dance powered by the workhorse of modern A...Oct 12, 2025 · 5 min readthe-neural-notebook.hashnode.dev
The Ultimate Roadmap to Start Your Machine Learning Journey (For Absolute Beginners)So, you want to dive into Machine Learning (ML) but don’t know where to start? Don’t worry, you’re not alone. In this roadmap, I’ll guide you step by step, from zero knowledge to being able to build your own ML projects. Get Comfortable with Program...Sep 1, 2025 · 3 min readthe-neural-notebook.hashnode.dev
Agent Hospital: How AI Doctors Are Evolving in a Virtual WorldImagine a hospital that runs 24/7, but not for humans. The patients, nurses, and doctors are all AI agents. The doctors inside this simulation aren't just programmed; they learn and evolve by practicing on thousands of virtual patients, getting bette...Aug 23, 2025 · 4 min readthe-neural-notebook.hashnode.dev