Software engineer and machine learning practitioner.
Focused on computer vision, applied ML, developer tooling, and open-source systems across Python, PyTorch, Go, and Rust.
Original projects · Merged contributions
A selection of my pull requests merged upstream:
| Project | Ecosystem | Summary | Pull Request |
|---|---|---|---|
| PyCQA / isort | Python | Respect extension filters for explicit files with --filter-files |
#2720 |
| urllib3 | Python | Ensure Memray plugin availability before configuring pytest options | #5307 |
| serde_json | Rust | Report invalid UTF-8 at the first bad byte rather than string end | #1345 |
| AnyIO | Python | Skip empty object-stream messages when receiving buffered bytes | #1409 |
| redis-py | Python | Preserve zero-valued GEOSEARCH arguments instead of dropping them |
#4356 |
| Fiber | Go | Let empty optional route parameters yield to later required segments | #4722 |
| narwhals | Python | Avoid trailing separators in concat_str when ignoring nulls |
#3967 |
| pytest-httpserver | Python | Add an opt-in case-insensitive header value matcher | #524 |
| chardet | Python | Respect encoding filters when applying preferred supersets | #393 |
| set-cookie-parser | JavaScript | Ignore invalid Expires attributes to retain valid expiry dates (v3.1.4) |
#91 |
My DuckDB fix for overwrite=False was submitted in #642 and incorporated by a maintainer in the merged #668.
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Video Waste Dumping Detection (IWDD)
Video classification pipeline developed for the international IWDD competition. Evaluates VideoMAE and X-CLIP architectures for automated surveillance and environmental monitoring.
PyTorchPyTorch LightningOpenCVVideoMAE -
Sudoku Solver CV Pipeline
End-to-end vision pipeline that extracts Sudoku grids from arbitrary camera images using OpenCV perspective transforms, classifies handwritten/printed digits with a PyTorch CNN, and solves the board via constraint satisfaction.
PyTorchOpenCVCNNPython -
GAN Architectures from Scratch
Clean implementations of Vanilla GAN, Deep Convolutional GAN (DCGAN), and Conditional GAN (cGAN) on MNIST, CIFAR-10, and Fashion-MNIST with PyTorch Lightning and Hydra configuration.
PyTorch LightningHydraComputer Vision
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Emotube — Sentiment Analysis Platform
Full-stack web application for real-time sentiment analysis and opinion mining across YouTube comment threads. Features interactive charting, automated categorization, and sentiment aggregation.
FastAPIReactPostgreSQLHugging Face Transformers -
Adaptive k for Dynamic Classifier Selection
Empirical research studying the relationship between dataset complexity metrics and neighborhood size ($k$ ) in dynamic ensemble selection.
scikit-learnDESlibData Science -
Local RAG + Reranker
Lightweight retrieval-augmented generation CLI running fully locally. Uses Ollama embeddings with HNSW indexing and optional FlagEmbedding cross-encoder reranking.
PythonOllamaHNSWVector Search -
T5 Text Summarizer
Abstractive text summarization fine-tuning T5-small on CNN/DailyMail and XSum datasets with ROUGE metrics evaluation and Gradio interface.
TransformersPyTorchGradio
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Repro Lens
Static reproducibility checks and experiment verification for ML pipelines. Detects unseeded random generators, device non-determinism, and output drift across refactors without requiring heavy ML runtimes.
PythonASTStatic Analysispre-commit -
UsageTrim
Local CLI and MCP tool for compacting verbose test and build output, with full output recoverable by reference.
PythonCLIMCP -
Maintainer Skills Lab
Maintainer workflows and agent profiles, shared from one source across Codex, Claude Code, Cursor, and other coding clients.
PythonMarkdownDeveloper Tooling