Building computer vision for infrastructure inspection, ML diagnostic prototypes, document search, and open-source tooling.
I am an MSc Data Science student at Coimbatore Institute of Technology (CIT). My coursework and projects focus on machine learning modeling, computer vision, data pipelines, and developer tooling.
I focus on building practical systems: training defect segmentation models on infrastructure benchmarks, building semantic vector search over heterogeneous documents, and contributing upstream patches to open-source developer toolchains.
Python / Go (Golang) / SQL
PyTorch / scikit-learn / XGBoost / OpenCV / SHAP
FastAPI / Docker / Linux / Bash / Git & GitHub
React / JavaScript / HTML5 & CSS3
Fixed hermetic Bazel build initialization failures on Windows hosts where system Python is invoked as python.exe or via the py launcher rather than python3.
Bazel / Starlark / Python Toolchain / Windows Runners
View Merged PR #322Fixes dropped tool call results between Ollama's Go server backend and Python client by retaining correlation IDs during Pydantic serialization.
Python / Pydantic / Ollama SDK / Tool Calling
View Open PR #769Go stdlib math/big.Int lacks ECMAScript BigInt semantics: it misses NaN relational guards and does not invert negative shift counts (x << -y == x >> y). See the repository for other documented edge cases and the full 30-bit limb engine design.
9,696,250 differential fuzz cases (88.7% statement coverage) · Benchmarks: Multiply 94.88 ns (3-limb operands), Divide 304.9 ns (4-limb by 2-limb operands)
Go (Golang) / BigInt Arithmetic / Differential Fuzzing / V8 Equivalence
View Repository & BenchmarksAI infrastructure inspection prototype for bridge structural defect detection and severity assessment.
| Defect Class | Validation IoU |
|---|---|
| Crack | 34.58% |
| Rust | 48.86% |
| Spalling | 46.48% |
| Exposed Rebars | 38.69% |
4-class subset; also used for checkpoint selection; not comparable to the 19-class dacl10k leaderboard.
Python · PyTorch · segmentation-models-pytorch · OpenCV · FastAPI · React
Processes 640×640 civil bridge inspection imagery through a Feature Pyramid Network. Segments 4 primary defect classes with cross-entropy and Dice loss optimization.
Evaluates segmented mask areas against AASHTO condition state standards (CS1–CS4) using rule-based threshold formulas without cloud dependencies.
FastAPI endpoint renders defect overlays, priority scores, and condition breakdowns into downloadable engineering PDF summaries.
Transcriptomics cancer biomarker modeling and literature linking prototype connecting ranked genomic candidates to PubMed abstracts (Groq LLaMA 3).
Python · XGBoost · SHAP · scikit-learn · Biopython · FastAPI · Docker
Standardizes normalized gene expression data from UCSC Xena across TCGA cancer cohorts, applying variance thresholds and log2 transforms.
Computes TreeSHAP attribution scores across validation folds to isolate stable biomarker candidates and suppress fold-specific noise.
Queries NCBI Entrez for published literature on ranked genes and feeds retrieved abstracts to Groq LLaMA 3 for citation-backed synthesis.
Document ingestion, OCR, and semantic vector embedding pipeline for multi-format text retrieval.
pdfplumber for text extraction, generated 384-dimensional dense embeddings with sentence-transformers, and injected metadata tags back into file properties.
Python · sentence-transformers · Tesseract OCR · pdfplumber · ChromaDB
Parses text from PDFs and DOCX files; applies Tesseract OCR to image files and scanned pages.
Chunks extracted text and computes normalized 384-dimensional embeddings (all-MiniLM-L6-v2) for cosine similarity ranking.
Injects extracted keywords into EXIF headers and document properties, keeping search tags portable with the file.
Local Python desktop assistant runtime with validated tool execution, voice routing, and recovery journaling.
tests/).
Python · Pydantic · SymPy · openWakeWord · OpenCV · PyAutoGUI
Routes incoming spoken and text inputs into application commands, calculations, or local queries without sending voice data to cloud providers.
Enforces canonical path resolution, symlink boundary checks, and permission gating prior to file read/write or application launch commands.
Maintains transactional execution logs, rolling back transient state changes and retrying failed commands up to configurable limits.
Coordinate core operations, event logistics, and technical initiatives for the student open-source chapter.
Organized technical event logistics, problem tracks, and automated evaluation pipelines for competitive student developer events.
Led technical operations for a 2-day story-driven web application competition with 100+ participants, deploying an automated Gemini-assisted grading pipeline for submission evaluation.
Open to machine learning and software engineering internships.