Writing & Projects

Models From Scratch

Implementing machine learning algorithms from scratch in Python and NumPy.

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  Classification Algorithms From Scratch

  classification machine-learning logistic-regression naive-bayes
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  Clustering Algorithms From Scratch

  clustering machine-learning python numpy
• 
  Density Estimation and Mixture Models From Scratch

  machine-learning density-estimation kde gmm
• 
  Dimensionality Reduction From Scratch: PCA, ISOMAP, and Eigenfaces

  machine-learning dimensionality-reduction pca isomap

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Research

Independent research and published work.

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  Does Slightly Mean Somewhat? Measuring Vague Intensity Words in LLM Numeric Actions

  python experimentation nlp llm-behavior
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  Can Humans Detect AI? Mining Textual Signals of AI-Assisted Writing Under Varying Scrutiny Conditions

  python experimentation nlp ai-detection

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Applied Projects

Real-world applications of ML and data analysis.

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  When Treatment Timing Is Messy: Event-Study Design for Staggered Rollouts

  python causal-inference difference-in-differences event-study
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  Measuring Urbanicity with Hospital Data: A Distance-Based Approach

  r geospatial clustering ggmap
• 
  Beyond Accuracy: Picking the Right Threshold When Costs Aren't Equal

  r classification logistic-regression roc-curve

📊

Drift Detection Algorithm Benchmarking

Georgia Tech | Research Project

Comparative analysis of time-series drift detection algorithms (PELT, ADWIN, CUSUM, KS, Bayesian Changepoint) for production ML monitoring.

View on GitHub

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Data Visualization

Interactive dashboards and visual explorations.

US Hospital Beds: Interactive Map

r shiny leaflet

Magnus Carlsen: A Career in Data

tableau visualization chess