About Me

I apply statistical thinking and ML to uncover patterns and build models that tell clear, useful stories. Drawing from my design background, I focus on presenting insights in a clean, aesthetic, and fluent way.

Projects

LLM vs classical methods thumbnail

LLM‑Amazon: DistilBERT vs Logistic Regression

Fine‑tuned DistilBERT on Amazon reviews vs. TF‑IDF + Logistic Regression; analyzed category‑level errors.

PythonLLMTF‑IDFNLP HuggingFaceTransformerst-SNEDistilBERT
Data Visualization

What Makes a Country Happier?

Multivariate Data Analysis on World Happiness Report Dataset

RPCAFactor AnalysisData Visualization
PCA Visualization of the Embeddings

Conditional Clustering using LLMs

Can we define the model to cluster the data based on a specific criteria?

PythonLLM EmbeddingsK-MeansPCA
Appendicitis

Predicting Pediatric Appendicitis

Can we diagnose cases of appendicitis for patients admitted to the hospital with abdominal pain?

RData VisualizationDimension ReductionBoosting Random ForestRidgeLassoDecision TreeStepwise selection
Stack

Why Some Stack Overflow Questions Get Faster Answers?

Can we diagnose cases of appendicitis for patients admitted to the hospital with abdominal pain?

PythonData VisualizationBoosting