- Predicting Heart Disease Using Machine Learning? Don’t! - Nov 10, 2020.
I believe the “Predicting Heart Disease using Machine Learning” is a classic example of how not to apply machine learning to a problem, especially where a lot of domain experience is required.
Advice, Failure, Healthcare, Machine Learning, Medical, Prediction
- Brain Tumor Detection using Mask R-CNN - Mar 30, 2020.
Mask R-CNN has been the new state of the art in terms of instance segmentation. Here I want to share some simple understanding of it to give you a first look and then we can move ahead and build our model.
Brain, Cancer Detection, Convolutional Neural Networks, Healthcare, Medical
- Understanding Cancer using Machine Learning - Aug 16, 2019.
Use of Machine Learning (ML) in Medicine is becoming more and more important. One application example can be Cancer Detection and Analysis.
Cancer Detection, Healthcare, Machine Learning, Medical
- Classifying Heart Disease Using K-Nearest Neighbors - Jul 8, 2019.
I have written this post for the developers and assumes no background in statistics or mathematics. The focus is mainly on how the k-NN algorithm works and how to use it for predictive modeling problems.
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Healthcare, K-nearest neighbors, Machine Learning, Medical, Python
- The Long Tail of Medical Data - Nov 12, 2018.
This article discusses some issues related to medical data, relating specifically to power law distributions and computer aided diagnosis. Read on to see machine learning's place in the puzzle.
Distribution, Healthcare, Medical, Zipf's Law