@idowudaniel

Daniel Idowu

@idowudanielNigeriaJoined July 2025

From backend engineering to AI in healthcare — my journey, projects, and lessons

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The Neural Notebookthe-neural-notebook.hashnode.dev7 posts

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DIDaniel Idowuthe-neural-notebook.hashnode.dev1d ago · 11 min read

Domain Shift and Recalibration in a Pediatric Pneumonia Classifier: A Case Study in Building for the Deployment Context

Abstract 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 Nig

DIDaniel Idowuthe-neural-notebook.hashnode.devOct 12, 2025 · 5 min read

How model.fit and Gradient Descent Train Your Neural Networks

The 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...

DIDaniel Idowuthe-neural-notebook.hashnode.devSep 1, 2025 · 3 min read

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...

DIDaniel Idowuthe-neural-notebook.hashnode.devAug 23, 2025 · 4 min read

Agent Hospital: How AI Doctors Are Evolving in a Virtual World

Imagine 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...

DIDaniel Idowuthe-neural-notebook.hashnode.devAug 19, 2025 · 3 min read

From Zero to Logistic Regression: A Hands-On Introduction with Scikit-Learn

Are you curious how machines make binary decisions, like spam vs. not spam, pass vs. fail, or tumor vs. healthy? Logistic regression is one of the simplest yet most powerful models for classification, and Scikit-Learn lets us implement it in just a f...

Daniel Idowu

About

Available for

Daniel Idowu's blogs

Recently published

Domain Shift and Recalibration in a Pediatric Pneumonia Classifier: A Case Study in Building for the Deployment Context

How model.fit and Gradient Descent Train Your Neural Networks

The Ultimate Roadmap to Start Your Machine Learning Journey (For Absolute Beginners)

Agent Hospital: How AI Doctors Are Evolving in a Virtual World

From Zero to Logistic Regression: A Hands-On Introduction with Scikit-Learn

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Daniel Idowu

About

Available for

Daniel Idowu's blogs

Recently published

Domain Shift and Recalibration in a Pediatric Pneumonia Classifier: A Case Study in Building for the Deployment Context

How model.fit and Gradient Descent Train Your Neural Networks

The Ultimate Roadmap to Start Your Machine Learning Journey (For Absolute Beginners)

Agent Hospital: How AI Doctors Are Evolving in a Virtual World

From Zero to Logistic Regression: A Hands-On Introduction with Scikit-Learn