West Health Data Science Blog

Applied Data Science to Lower Healthcare Costs for Successful Aging




Tue 25 February 2020

Metamorphic Truth

Posted by Haw-minn Lu in Machine Learning   

What is Metamorphic Truth?

Metamorphic truth is a method of training an Artificial Neural Network (ANN) where the "truth" supplied during training is not fixed and may depend on the prediction made by the ANN. More specifically during training a truth metamorphism is defined as a function of the prediction …

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Fri 21 February 2020

Categorial Encodings

Posted by Haw-minn Lu in Machine Learning   

Introduction

While most popular machine learning methods such as deep learning require numerical data as input, categorical data is very common practice. For example, a person's vitals could be a combination of both, they could include height, weight (numerical) and gender, race (categorical). The challenge is to convert the categorical …

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Mon 10 February 2020

Interactive Spotify networks with Pyvis

Posted by Giancarlo Perrone in Network   

Successful Data Science pivots upon discovering meaningful relationships in data using intuitive visualizations. Representing relationships using a network graph is a common approach, but generating an interactive and fluid graph visualization can be a challenge, especially with large datasets. In this blog post we introduce Pyvis, a python module based upon the mature VisJS JavaScript library, enabling fluid and interactive visualizations of complex network graphs.

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Fri 22 November 2019

Heatmap Test

Posted by Haw-minn Lu in Machine Learning   

Heat map code from https://stackoverflow.com/questions/33282368/plotting-a-2d-heatmap-with-matplotlib

import matplotlib.pyplot as plt
import numpy as np
%matplotlib inline
# generate 2 2d grids for the x & y bounds
y, x = np.meshgrid(np.linspace(-3, 3, 100), np.linspace(-3, 3, 100))

z = (1 - x / 2. + x ** 5 …

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Wed 23 October 2019

Serverless HIPAA Implementation Series: Part 1 Introduction and Authentication Flow

Posted by Michael Scherer in Architecture   

These posts reveal serverless methods for designing and testing our internal systems, as I iterated over different configurations and components. AWS provided the initial JavaScript-based design for API with authentication but I updated it for Python. I only used HIPAA eligible services because of our sensitive private data sources.

How …

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