Tomek Loboda, PhD
Contact Information
| location_on | Pittsburgh, PA |
| attach_file | Resume (PDF) |
| link | Resume |
| GitLab • GitHub | |
| Web site | |
| email@tomekloboda.net |
Competencies
I am an experienced full-stack data scientist, software engineer, and research scientist with competence in:
- Statistical inference (frequentist and Bayesian)
- Machine learning
- Modeling and simulation
- Optimization
- Computational psycholinguistics
- Eye-tracking
- Remote sensing (Earth observation)
- Data engineering
- Visualization
- Power systems
- Finance
- Human-subject methodology
- Educational technology
- Robotics and edge computing
- Agriculture
- UI design
- Full-stack Web development
Toolkit (partial list)
|
Python •
JavaScript •
R •
SAS •
SQL •
bash
Postgres • PostGIS • TimescaleDB • FastAPI • Node.js sk-learn • statsmodels • pymc • numpyro • xgboost • torch • jax rasterio • shapely • geopandas • folium • geemap pyomo • cvxpy SuiteSparse • Google Earth Engine • QGIS • EyeLink • Tobii |
Datasets
I have worked with datasets of various sizes coming from various domains such as:
- Administrative
- Agricultural
- Behavioral (human-subject experiments)
- Biometric (eye movements)
- Climate
- Computational
- Earth observation (multispectral, synthetic aperture radar)
- Economic and Econometric
- Epidemiology and public health
- Financial (U.S. equity and derivatives markets)
- Game theory
- Gaming
- Geospatial
- Image
- Medical
- Power systems (IEEE, ACTIVSg, etc.)
- Psycholinguistic
- Psychometric
- Synthetic population
- Text (structured, natural language)
Writing and Work Samples
| Posters | ||
| 2019 | BRiMS | 2.0 MB |
| 2014 | Psychonomics | 2.9 MB |
| 2014 | ITiCSE | 1.8 MB |
| 2012 | ECEM | 1.7 MB |
| Dissertation | ||
| 2014 | Study and Detection of Mindless Reading | 23 MB |
| Select Articles | ||
| 2014 | EC-TEL | 601 kB |
| 2011 | IUI | 548 kB |
| Select Projects | ||
| 2023 | Remote Sensing Machine Learning Workflow | |
| 2022 | Python Robotics library | |
| 2020 | LocaleDB (Python usage examples) | |
| 2019 | PRAM Modeling and Simulation Framework | |
| 2018 | Argus | |
| Medusa | ||
| 2016 | Lexical Test for Advanced Learners of English | |
| Mindless Reading in Bilinguals | ||
| 2015 | N-gram Word Predictability | |
| 2014 | Course Authoring | |
| Mastery Grids | ||
| 2012 | Decision Games | |
| Reading Span Task | ||
| 2009 | Pegasus | |
| 2008 | Modified Digit Span Task | |