What I Make – Andrew Fairless, Ph.D.

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Andrew Fairless, Ph.D.

Data, Science, and Tinkering

Overview
Experience and Education
Publications
SHAP Tutorial
Understanding the Basics of Bayesian Linear Regression
Classifying Medicine
The Peanuts Project

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Category: What I Make

What I write, code, speak, calculate, and otherwise create

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What I Comment: Artificial Intelligence Makes Bad Medicine Even Worse

By BylineAndrew Fairless on December 3, 2020November 28, 2020

This is an interesting perspective, but I don’t necessarily agree with the sweeping conclusions. For example, it’s true that some types of cancer screening are controversial because they may notContinue readingWhat I Comment: Artificial Intelligence Makes Bad Medicine Even Worse

SHAP Tutorial

By BylineAndrew Fairless on August 25, 2020August 23, 2020

Several months ago, I wrote a blog post for my company describing the importance of model interpretability in healthcare settings. Below is a tutorial on how to use the SHAPContinue readingSHAP Tutorial

Understanding the Basics of Bayesian Linear Regression

By BylineAndrew Fairless on August 23, 2020August 23, 2020

As mentioned below, I wrote this a few years ago to answer a colleague’s question. I never revised and polished it, but I think there’s enough useful information here toContinue readingUnderstanding the Basics of Bayesian Linear Regression

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artificial intelligence attention Bayesian chatbot cognition computer vision database data engineering data science deployment DevOps economics efficiency embedding generalization generative GPU graph healthcare image interpretability large language model latency linear algebra machine learning medicine MLOps monitoring natural language processing neural network neuroscience optimization pipeline probability Python recurrent regression reinforcement learning scalability software engineering SQL statistics training transformer unit test

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