Tag: Health Data

Applied Topological Data Analysis to Deep Learning? Hands-on Arrhythmia Classification!

From: https://towardsdatascience.com/applied-topological-data-analysis-to-deep-learning-hands-on-arrhythmia-classification-48993d78f9e6 Healthcare is an exciting world to be working in. Every controlled performance enhancement somewhat means saving or improving lives. As a consequence, good enough generalization is not something you can get complacent about. Now comes the question of how to do it. Some do enhance their inference by augmenting the size of their … Continue reading Applied Topological Data Analysis to Deep Learning? Hands-on Arrhythmia Classification! →

15 Open Datasets for Healthcare

From: https://medium.com/@ODSC/15-open-datasets-for-healthcare-830b19980d9 Machine Learning is exploding into the world of healthcare. When we talk about the ways ML will revolutionize certain fields, healthcare is always one of the top areas seeing huge strides, thanks to the processing and learning power of machines. There’s a good chance you either are or will soon be employed in … Continue reading 15 Open Datasets for Healthcare →

A Primer on Deep Learning in Genomics

From: https://colab.research.google.com/drive/17E4h5aAOioh5DiTo7MZg4hpL6Z_0FyWr#scrollTo=eiiwjw4yhX0P Deep Learning in Genomics Primer (Tutorial) This tutorial is a supplement to the manuscript, A Primer on Deep Learning in Genomics (Nature Genetics, 2018) by James Zou, Mikael Huss, Abubakar Abid, Pejman Mohammadi, Ali Torkamani & Amalio Telentil. Read the accompanying paper here. Paper: https://drive.google.com/file/d/1441g10nACGWVfMeMU4aYxaODYC_bl2Oi/view?usp=sharing If you have any questions or feedback regarding this tutorial, please … Continue reading A Primer on Deep Learning in Genomics →

Breast cancer classification with Keras and Deep Learning

From: https://www.pyimagesearch.com/2019/02/18/breast-cancer-classification-with-keras-and-deep-learning/ In this tutorial, you will learn how to train a Keras deep learning model to predict breast cancer in breast histology images. Back 2012-2013 I was working for the National Institutes of Health (NIH) and the National Cancer Institute (NCI) to develop a suite of image processing and machine learning algorithms to automatically analyze … Continue reading Breast cancer classification with Keras and Deep Learning →

Bayesian Statistics: Analysis of Health Data

From: https://datascienceplus.com/bayesian-statistics-analysis-of-health-data/ The premise of Bayesian statistics is that distributions are based on a personal belief about the shape of such a distribution, rather than the classical assumption which does not take such subjectivity into account. In this regard, Bayesian statistics defines distributions in the following way: Prior: Beliefs about a distribution prior to observing any … Continue reading Bayesian Statistics: Analysis of Health Data →