cv
Basics
| Name | Nguyen Luong |
| Label | Data Scientist |
| nguyen.luong@aalto.fi | |
| Phone | +358 44 240 4485 |
| Url | https://lnknguyen.xyz |
| Summary | Vietnamese-born data scientist/engineer. Interested in reproducible and open science enabled by high-quality software. |
Work
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2021.11 - 2025.10 Doctoral Researcher
Aalto University
Quantifying human behavior and routine persistence from digital traces (expected completion Oct 2025).
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2016.12 - 2020.12 iOS Developer
ParkMan
Designed a modular codebase and implemented CI/CD; focused on testability, release automation, and app performance.
Education
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2018.08 - 2021.07 Espoo, Finland
Skills
| Machine Learning | |
| Supervised learning (classification, regression) | |
| Unsupervised learning (clustering, dimensionality reduction) | |
| Time-series modeling | |
| Feature engineering | |
| Model selection & hyperparameter tuning (grid/random/Bayesian search) | |
| Cross-validation & resampling | |
| scikit-learn | |
| XGBoost / LightGBM / CatBoost | |
| Model evaluation (ROC-AUC, PR-AUC, F1, calibration) | |
| Interpretability (SHAP, permutation importance) | |
| Pipelines (scikit-learn Pipelines, MLflow) |
| Deep Learning | |
| PyTorch | |
| TensorFlow | |
| Convolutional neural networks (CNNs) | |
| Recurrent models (RNN, LSTM, GRU) | |
| Transformers & attention | |
| Sequence / time-series modeling | |
| GPU acceleration (CUDA) |
| Statistical Modeling | |
| Linear & generalized linear models (GLM) | |
| Mixed-effects / multilevel models (LMM/GLMM) | |
| Bayesian inference (Stan, PyMC) | |
| Survival analysis (Cox, parametric models) | |
| Hypothesis testing & multiple testing (FDR, Bonferroni) | |
| Bootstrapping & permutation tests | |
| Model diagnostics & residual analysis |
| Software Development | |
| Modular architecture (package boundaries, layered/hexagonal design) | |
| Dependency injection & interface-driven design | |
| Testability: unit, integration, end-to-end | |
| CI/CD: GitHub Actions, GitLab CI, CircleCI | |
| Coverage & quality gates: coverage.py, Codecov | |
| Packaging & releases: pyproject.toml/Poetry, semantic versioning, changelog automation | |
| Containerization: Docker | |
| Documentation: Sphinx, MkDocs, mkdocstrings | |
| iOS development: Swift, SwiftUI, UIKit | |
| Xcode toolchain: Swift Package Manager, CocoaPods | |
| Reactive/data layers: Combine, Core Data | |
| iOS testing: XCTest, XCUITest, test doubles/mocks | |
| Mobile CI/CD: Fastlane, TestFlight, App Store Connect |
Languages
| Vietnamese | |
| Native speaker |
| English | |
| Fluent |