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23 followers · 53 following

Achievements

Achievement: Pull Sharkx2Achievement: Starstruck

Achievements

Achievement: Pull Sharkx2Achievement: Starstruck

Highlights

Organizations

@TandMcorp @Vast-Group-Backend @quniq

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lucky-verma/README.md

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Website LinkedIn Email ORCID Google Scholar 

$ whoami
> Machine Learning Engineer working across applied ML research and production ML systems
> Research: transformer behavior, LoRA monitor calibration, reproducible artifacts
> Systems: retrieval, knowledge graphs, document intelligence, developer tooling
> MS Computer Science @ UMBC | Nashville Metro, TN

$ cat current_work.json
{
  "research": "Transformer training behavior, PEFT monitoring, evaluation design",
  "systems": "Production ML workflows, RAG, knowledge graphs, document intelligence",
  "tooling": "Developer tooling, local-first automation, reproducibility checks",
  "public_site": "https://luckyverma.com"
}

$ cat skills.json
{
  "ml": ["PyTorch", "Transformers", "LoRA/PEFT evaluation", "Model monitoring"],
  "systems": ["RAG", "Knowledge graphs", "FastAPI", "Docker", "AWS", "PostgreSQL"],
  "tooling": ["Python", "Go", "Linux tooling", "Reproducibility automation", "Evaluation harnesses"]
}

$ ls -lh selected_repos/
total 6 items

drwxr-xr-x  dyt-composition-study/        # public code + artifact manifests
drwxr-xr-x  top1-fails-dlm-lora-monitors/ # public scripts + aggregate artifacts
drwxr-xr-x  Document-Classification/      # LayoutLM document classification
drwxr-xr-x  US-Driver-License-Extraction/ # OCR and field extraction
drwxr-xr-x  mwb-linux/                    # Linux client for Mouse Without Borders workflows
drwxr-xr-x  mail-reclaim/                 # Local-first Gmail storage cleanup

$ cat github_snapshot.txt
97 public repositories
50 non-fork public repositories
126 public stars
snapshot_date=2026-06-26

Tech Stack

languages: [Python, Go, SQL, C++, JavaScript, Bash]
ml: [PyTorch, Transformers, LoRA, PEFT, Evaluation, Document Intelligence]
systems: [RAG, Knowledge Graphs, FastAPI, Docker, AWS, PostgreSQL, Redis]
tooling: [Linux, Reproducibility Automation, Local-first Apps, Developer Workflows]

Pinned Loading

  1. information-retrieval information-retrieval Public

    RAG pipeline for AWS case studies: vector search, rerank, synthetic QA, fine-tuned LLaMA 3 8B. ChromaDB, sentence-transformers, Unsloth/LoRA.

    Jupyter Notebook 1

  2. Document-Classification-using-LayoutLM Document-Classification-using-LayoutLM Public

    This PyTorch implementation of LayoutLM paper by Microsoft demonstrate the SequenceClassfication task using HuggingFaceTransformers to classify types of Documents.

    Jupyter Notebook 35 13

  3. Sleep-Awake-Classifiation-using-PPG Sleep-Awake-Classifiation-using-PPG Public

    PyTorch implementation of sleep-stage classifier using photoplethysmography (PPG) data.

    Jupyter Notebook 16 3

  4. ABP-estimation-using-PPG ABP-estimation-using-PPG Public

    PyTorch implementation of Estimating Arterial blood pressure (ABP) using Photoplethysmogram (PPG) signals.

    Jupyter Notebook 10

  5. US-Driver-License-data-extraction US-Driver-License-data-extraction Public

    Multi-approach ML pipeline for driver license data extraction using YOLO and OCR

    Jupyter Notebook 26 12

  6. mwb-linux mwb-linux Public

    Mouse Without Borders for Linux bidirectional keyboard, mouse & clipboard sharing with Windows

    Go 17 1