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Wearable Technology in Healthcare: Detection and Recognition

Posted on January 12, 2019March 5, 2019 by Alex

We want to use wearable technology in healthcare to drive interventions. For example, an app…

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How Machine Learning Will Revolutionize Healthcare: Applications and Challenges

Posted on December 27, 2018March 15, 2019 by Alex

Machine learning and statistics in healthcare have potentially game changing applications, but also pose new…

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Solutions to Stanford’s CS 231n Assignments 1 Inline Problems: KNN

Posted on December 24, 2018April 17, 2019 by Alex

These are solutions to the intuition questions from Stanford’s Convolutional Networks for Visual Recognition (Stanford…

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Linear Mixed Models for Longitudinal Data

Posted on December 20, 2018September 2, 2020 by Alex

This article is in part based on http://www2.stat.duke.edu/~sayan/Sta613/2017/lec/LMM.pdf. In this post we describe how linear…

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The Best Machine Learning Algorithms and Models: Five to Know

Posted on December 2, 2018March 12, 2019 by Alex

When you start you should learn a few basic algorithms and understand them well.  Here…

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What is the Difference Between Machine Learning and Statistics?

Posted on November 27, 2018November 28, 2018 by Alex

Machine learning and statistics use very similar tools: probability distributions, representations of conditional probability, maximum…

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When Should You Use Non-Parametric, Parametric, and Semi-Parametric Survival Analysis

Posted on November 25, 2018December 12, 2021 by Alex

In Survival Analysis, you have three options for modeling the survival function: non-parametric (such as…

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How to Learn Machine Learning Fast: Three Benefits of Apprenticing Yourself.

Posted on November 24, 2018November 24, 2018 by Alex

One way to learn anything quickly is to constantly apprentice yourself to people better than…

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How to Get Better at Math for Machine Learning

Posted on November 22, 2018March 6, 2019 by Alex

Math is difficult, but is extremely important for statistics and machine learning.  Sometimes when you…

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What is the Difference Between Logit and Logistic Regression?

Posted on November 5, 2018November 27, 2018 by Alex

Logit and logistic regression are the same thing.  However, they actually relate to generalized linear…

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  • hypothesis testing
  • linear and generalized linear models
  • Longitudinal Data Analysis
  • Missing Data
  • Neural Networks+Deep Learning
  • Numerical Linear Algebra
  • optimization
  • Survival
  • Time series
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