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Andrew Fairless, Ph.D.
Data, Science, and Tinkering
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Overview
Experience and Education
Publications
SHAP Tutorial
Understanding the Basics of Bayesian Linear Regression
Classifying Medicine
Reading the Data
Identifying Reviews of Medicine
Cleaning the Data
Creating Features, Part 1
Creating Features, Part 2
Modifying or Removing Features
Creating Training and Testing Data Sets
Training the Classification Model
Evaluating the Model
Feature Importance
Classifying Medicine, Full Code
The Peanuts Project
Preparing the Data
Original Dates
Extract Text
Divide Text
Spell Check
Character Talk
Separate Talk
Plotting Prominences
Calculate Prominences
Plot Prominences
Plotting Relationships
Calculate Relationships
Plot Relationships
Topic Modeling
Making the Wikipedia Corpus
Speeding Up the Code
Making the Wikipedia Corpus: Full Code
Parameter Testing
Model Training
Model Training: Code
Model Training Log Extraction: Code
Model Training Log Plot: Code
Model Topics
Model Topics: Code
Plot Model Topics: Code
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Information Theory for Toddlers
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Information Theory for Toddlers
A low-entropy bedtime story
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