Programming Language

Core statistical programming, data querying, and computing languages.

Python R SQL STATA C++

Machine Learning

End-to-end exploratory data analysis, feature engineering, and model deployment.

EDA Feature Engineering Model Training and Evaluation Model Deployment

NLP

Natural language processing pipelines, linguistic representations, and transformers.

Text preprocessing Embedding Transformer Hugging Face

GenAI

Generative artificial intelligence, retrieval-augmented generation, and LLM applications.

LLM Vector Database RAG Google API Ollama

Statistics

Theoretical probability, multivariate inference, econometric time series, and biostatistics.

Probability Theory Multivariate Analysis Hypothesis Testing Estimation Time Series Analysis Survival Analysis Epidemiology

Tools

Development environments, version control, containerization, and cloud platforms.

Git Linux/Bash Jupyter SPSS VScode Docker AWS

Web Framework

Rapid data prototyping, RESTful backends, and machine learning application frameworks.

Streamlit Flask FastAPI