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@JHU-Data-Science @fundamentals-of-data-science @BioLM @JHEP-DataScience

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andrewcstewart/README.md

Andrew Stewart

I'm a technical leader working across data science, machine learning systems, and data infrastructure. This profile serves as a comprehensive catalog of technical depth across multiple domains — a useful complement to my main site and other professional presences.


Data Science & Statistics

Languages & Core Tools

Python R SQL

Python Libraries

TensorFlow PyTorch Scikit-learn Keras XGBoost Pandas NumPy SciPy Statsmodels PyMC3 Stan Streamlit

R Libraries

tidyverse · ggplot2 · shiny · tidymodels · caret · rlang · data.table · Rcpp · Stan (rstan) · brms · bayesplot · tidybayes · loo · posterior · cmdstanr · rmarkdown · knitr · plotly · lattice · igraph · igraphdata

Analysis & Visualization

Jupyter Plotly Matplotlib


MLOps Engineering

Model Training & Experiment Tracking

MLflow Weights&Biases Neptune Optuna

Model Versioning & Management

DVC ONNX

Model Deployment & Serving

FastAPI Flask Docker Kubernetes BentoML Ray

Pipeline Orchestration

Airflow Dagster dbt


Data & Analytics Engineering

Databases

PostgreSQL MySQL MongoDB SQLite

Data Warehouses

BigQuery Snowflake Redshift Athena DuckDB

ETL & Data Integration

Apache Spark Kafka Fivetran

Analytics & BI

Tableau Looker Metabase


DevOps & Infrastructure

Containerization & Orchestration

Docker Kubernetes Docker Compose

Cloud Platforms

AWS Google Cloud Azure

Infrastructure as Code & Configuration

Terraform Ansible Vagrant CloudFormation

CI/CD & Monitoring

GitHub Actions GitLab CI Jenkins TravisCI Prometheus Grafana ELK Stack

Container Runtimes & Platforms

Rancher


Computational Biology & Bioinformatics

Analysis & Visualization Tools

Bioconductor GATK SAMtools BWA


Scientific Computing

Numerical & Mathematical Computing

NumPy SciPy SymPy Julia

Visualization

Matplotlib Plotly Seaborn

Document & Reporting

LaTeX Jupyter Markdown


General Programming Languages

C C++ Perl Rust


Development Tools & Platforms

GitHub GitLab VS Code Vim Shell Script


Find me elsewhere: Website · LinkedIn · Twitter

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  1. etl etl Public

    Collection of ETL scripts for processing example datasets in other projects.

    Jupyter Notebook

  2. kaggle kaggle Public

    Kaggle experiments

    HTML

  3. tidytuesdays tidytuesdays Public

    TidyTuesdays

    R

  4. fundamentals-of-data-science/textbook-r-edition fundamentals-of-data-science/textbook-r-edition Public

    Fundamentals of Data Science - R Edition

    Jupyter Notebook

  5. andrewcstewart.github.io andrewcstewart.github.io Public

    personal blog

    HTML

  6. researchr researchr Public

    RMarkdown templates for research design documentation.

    R 1