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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
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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
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Preparing the Data
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Original Dates
Extract Text
Divide Text
Spell Check
Character Talk
Separate Talk
Plotting Prominences
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Calculate Prominences
Plot Prominences
Plotting Relationships
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Calculate Relationships
Plot Relationships
Topic Modeling
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Making the Wikipedia Corpus
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Speeding Up the Code
Making the Wikipedia Corpus: Full Code
Parameter Testing
Model Training
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Model Training: Code
Model Training Log Extraction: Code
Model Training Log Plot: Code
Model Topics
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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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