| Area | Tools & Skills |
|---|---|
| Languages | Python, R, SQL |
| Data Science | pandas, NumPy, tidyverse, dplyr, scikit-learn |
| Machine Learning | Classification, PCA, Neural Networks, CNNs, Predictive Modeling |
| NLP | Naive Bayes, HMMs, Viterbi Decoding, Language Modeling |
| Visualization | Tableau, Power BI, ggplot2, matplotlib |
| Databases | SQL Queries, Joins, Aggregations, Relational Analysis |
| Reporting | Jupyter Notebook, Quarto, R Markdown |
| Domains | Healthcare Analytics, Population Health, GIS, Statistical Modeling |
| Analytics & Research | Machine Learning & AI | Visualization & Workflow |
|---|---|---|
| Healthcare & Population Analytics | Machine Learning Workflows | Data Visualization |
| Statistical Computing | Predictive Modeling | Visualization Dashboards |
| Data-Driven Decision Support | NLP Experiments | Reproducible Research Notebooks |
| End-to-End Analytics Projects | Machine Learning & NLP | Healthcare & Population Data Analysis |